{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "60d03cdb-255f-447f-9861-9f987de00a3b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "482ab089-294d-4a88-8157-a6b74598d44f",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_1 = pd.read_csv(\"./file/gp_型最新季度基金收益详情.csv\", encoding=\"gbk\")\n",
    "df_2 = pd.read_csv(\"./file/gp_型基金近一年前500最新季度前十大持仓.csv\", encoding=\"gbk\")\n",
    "fund_manager_df = pd.read_csv(\"./file/基金经理档案.csv\",encoding=\"gbk\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "9f96470d-ea2f-411c-b560-258c4ed73fc9",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>基金代码</th>\n",
       "      <th>基金名称</th>\n",
       "      <th>截止日期</th>\n",
       "      <th>单位净值</th>\n",
       "      <th>日增长率</th>\n",
       "      <th>近1周</th>\n",
       "      <th>近1月</th>\n",
       "      <th>近3月</th>\n",
       "      <th>近6月</th>\n",
       "      <th>近1年</th>\n",
       "      <th>...</th>\n",
       "      <th>今年来</th>\n",
       "      <th>成立来</th>\n",
       "      <th>起购金额</th>\n",
       "      <th>原手续费</th>\n",
       "      <th>现手续费</th>\n",
       "      <th>成立日期</th>\n",
       "      <th>基金经理</th>\n",
       "      <th>类型</th>\n",
       "      <th>管理人</th>\n",
       "      <th>资产规模</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>d005669</td>\n",
       "      <td>前海开源公用事业股票</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>3.6971</td>\n",
       "      <td>0.08</td>\n",
       "      <td>3.99</td>\n",
       "      <td>5.63</td>\n",
       "      <td>18.08</td>\n",
       "      <td>62.33</td>\n",
       "      <td>120.49</td>\n",
       "      <td>...</td>\n",
       "      <td>122.53</td>\n",
       "      <td>269.71</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.50%</td>\n",
       "      <td>0.15%</td>\n",
       "      <td>2018-03-23</td>\n",
       "      <td>崔宸龙</td>\n",
       "      <td>股票型</td>\n",
       "      <td>前海开源基金</td>\n",
       "      <td>166.29亿元（截止至：2021-09-30）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>d000729</td>\n",
       "      <td>建信中小盘先锋股票A</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>4.0990</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>1.04</td>\n",
       "      <td>-2.01</td>\n",
       "      <td>9.13</td>\n",
       "      <td>36.68</td>\n",
       "      <td>67.51</td>\n",
       "      <td>...</td>\n",
       "      <td>62.27</td>\n",
       "      <td>309.90</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.50%</td>\n",
       "      <td>0.15%</td>\n",
       "      <td>2014-08-20</td>\n",
       "      <td>周智硕</td>\n",
       "      <td>股票型</td>\n",
       "      <td>建信基金</td>\n",
       "      <td>9.47亿元（截止至：2021-09-30）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>d001877</td>\n",
       "      <td>宝盈国家安全沪港深股票A</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>1.8281</td>\n",
       "      <td>0.46</td>\n",
       "      <td>1.71</td>\n",
       "      <td>-0.54</td>\n",
       "      <td>8.65</td>\n",
       "      <td>32.18</td>\n",
       "      <td>65.44</td>\n",
       "      <td>...</td>\n",
       "      <td>62.35</td>\n",
       "      <td>82.81</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.50%</td>\n",
       "      <td>0.15%</td>\n",
       "      <td>2016-01-20</td>\n",
       "      <td>陈金伟</td>\n",
       "      <td>股票型</td>\n",
       "      <td>宝盈基金</td>\n",
       "      <td>8.76亿元（截止至：2021-09-30）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>d004784</td>\n",
       "      <td>招商稳健优选股票</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>3.5267</td>\n",
       "      <td>0.07</td>\n",
       "      <td>-0.59</td>\n",
       "      <td>-5.92</td>\n",
       "      <td>6.60</td>\n",
       "      <td>27.16</td>\n",
       "      <td>64.66</td>\n",
       "      <td>...</td>\n",
       "      <td>61.81</td>\n",
       "      <td>252.67</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.50%</td>\n",
       "      <td>0.15%</td>\n",
       "      <td>2017-09-20</td>\n",
       "      <td>陈西中</td>\n",
       "      <td>股票型</td>\n",
       "      <td>招商基金</td>\n",
       "      <td>3.49亿元（截止至：2021-09-30）</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>d005825</td>\n",
       "      <td>申万菱信智能驱动股票</td>\n",
       "      <td>2021-12-24</td>\n",
       "      <td>4.0817</td>\n",
       "      <td>-0.81</td>\n",
       "      <td>-0.69</td>\n",
       "      <td>-2.73</td>\n",
       "      <td>6.75</td>\n",
       "      <td>30.23</td>\n",
       "      <td>55.96</td>\n",
       "      <td>...</td>\n",
       "      <td>47.47</td>\n",
       "      <td>308.17</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.50%</td>\n",
       "      <td>0.15%</td>\n",
       "      <td>2018-06-13</td>\n",
       "      <td>徐远航</td>\n",
       "      <td>股票型</td>\n",
       "      <td>申万菱信基金</td>\n",
       "      <td>2.48亿元（截止至：2021-09-30）</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      基金代码          基金名称        截止日期    单位净值  日增长率   近1周   近1月    近3月    近6月  \\\n",
       "0  d005669    前海开源公用事业股票  2021-12-27  3.6971  0.08  3.99  5.63  18.08  62.33   \n",
       "1  d000729    建信中小盘先锋股票A  2021-12-27  4.0990 -0.07  1.04 -2.01   9.13  36.68   \n",
       "2  d001877  宝盈国家安全沪港深股票A  2021-12-27  1.8281  0.46  1.71 -0.54   8.65  32.18   \n",
       "3  d004784      招商稳健优选股票  2021-12-27  3.5267  0.07 -0.59 -5.92   6.60  27.16   \n",
       "4  d005825    申万菱信智能驱动股票  2021-12-24  4.0817 -0.81 -0.69 -2.73   6.75  30.23   \n",
       "\n",
       "      近1年  ...     今年来     成立来  起购金额   原手续费   现手续费        成立日期 基金经理   类型  \\\n",
       "0  120.49  ...  122.53  269.71   10元  1.50%  0.15%  2018-03-23  崔宸龙  股票型   \n",
       "1   67.51  ...   62.27  309.90   10元  1.50%  0.15%  2014-08-20  周智硕  股票型   \n",
       "2   65.44  ...   62.35   82.81   10元  1.50%  0.15%  2016-01-20  陈金伟  股票型   \n",
       "3   64.66  ...   61.81  252.67   10元  1.50%  0.15%  2017-09-20  陈西中  股票型   \n",
       "4   55.96  ...   47.47  308.17   10元  1.50%  0.15%  2018-06-13  徐远航  股票型   \n",
       "\n",
       "      管理人                      资产规模  \n",
       "0  前海开源基金  166.29亿元（截止至：2021-09-30）  \n",
       "1    建信基金    9.47亿元（截止至：2021-09-30）  \n",
       "2    宝盈基金    8.76亿元（截止至：2021-09-30）  \n",
       "3    招商基金    3.49亿元（截止至：2021-09-30）  \n",
       "4  申万菱信基金    2.48亿元（截止至：2021-09-30）  \n",
       "\n",
       "[5 rows x 22 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "204f54f9-1509-4636-a1a3-4ae03400b158",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>0</th>\n",
       "      <td>d005669</td>\n",
       "      <td>2021-09-30</td>\n",
       "      <td>1</td>\n",
       "      <td>d00836</td>\n",
       "      <td>华润电力</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.94%</td>\n",
       "      <td>7,061.60</td>\n",
       "      <td>132067.43</td>\n",
       "      <td>2021-09-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>d005669</td>\n",
       "      <td>2021-09-30</td>\n",
       "      <td>2</td>\n",
       "      <td>d300014</td>\n",
       "      <td>亿纬锂能</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.83%</td>\n",
       "      <td>1,314.58</td>\n",
       "      <td>130182.38</td>\n",
       "      <td>2021-09-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>d005669</td>\n",
       "      <td>2021-09-30</td>\n",
       "      <td>3</td>\n",
       "      <td>d01211</td>\n",
       "      <td>比亚迪股份</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.05%</td>\n",
       "      <td>579.05</td>\n",
       "      <td>117219.16</td>\n",
       "      <td>2021-09-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>d005669</td>\n",
       "      <td>2021-09-30</td>\n",
       "      <td>4</td>\n",
       "      <td>d00902</td>\n",
       "      <td>华能国际电力股份</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.68%</td>\n",
       "      <td>27,075.00</td>\n",
       "      <td>94505.87</td>\n",
       "      <td>2021-09-30</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>d005669</td>\n",
       "      <td>2021-09-30</td>\n",
       "      <td>5</td>\n",
       "      <td>d600563</td>\n",
       "      <td>法拉电子</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.08%</td>\n",
       "      <td>472.19</td>\n",
       "      <td>84409.06</td>\n",
       "      <td>2021-09-30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      基金代码      基金截止日期 持仓排序   持仓股票代码    持仓股票名称  持仓股票最新价  持仓股票涨跌幅 持仓股票占比  \\\n",
       "0  d005669  2021-09-30    1   d00836      华润电力      NaN      NaN  7.94%   \n",
       "1  d005669  2021-09-30    2  d300014      亿纬锂能      NaN      NaN  7.83%   \n",
       "2  d005669  2021-09-30    3   d01211     比亚迪股份      NaN      NaN  7.05%   \n",
       "3  d005669  2021-09-30    4   d00902  华能国际电力股份      NaN      NaN  5.68%   \n",
       "4  d005669  2021-09-30    5  d600563      法拉电子      NaN      NaN  5.08%   \n",
       "\n",
       "     持仓股票持股数   持仓股票持股市值        更新日期  \n",
       "0   7,061.60  132067.43  2021-09-30  \n",
       "1   1,314.58  130182.38  2021-09-30  \n",
       "2     579.05  117219.16  2021-09-30  \n",
       "3  27,075.00   94505.87  2021-09-30  \n",
       "4     472.19   84409.06  2021-09-30  "
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "ec34836c-ff73-4702-863c-78efae27984e",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>单位净值</th>\n",
       "      <th>日增长率</th>\n",
       "      <th>近1周</th>\n",
       "      <th>近1月</th>\n",
       "      <th>近3月</th>\n",
       "      <th>近6月</th>\n",
       "      <th>近1年</th>\n",
       "      <th>近2年</th>\n",
       "      <th>近3年</th>\n",
       "      <th>今年来</th>\n",
       "      <th>成立来</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1968.000000</td>\n",
       "      <td>1923.000000</td>\n",
       "      <td>1957.000000</td>\n",
       "      <td>1907.000000</td>\n",
       "      <td>1822.000000</td>\n",
       "      <td>1614.000000</td>\n",
       "      <td>1396.000000</td>\n",
       "      <td>1105.000000</td>\n",
       "      <td>858.000000</td>\n",
       "      <td>1414.000000</td>\n",
       "      <td>1968.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1.547301</td>\n",
       "      <td>-0.210936</td>\n",
       "      <td>0.374538</td>\n",
       "      <td>-1.165328</td>\n",
       "      <td>0.299435</td>\n",
       "      <td>-0.292528</td>\n",
       "      <td>9.855530</td>\n",
       "      <td>55.964923</td>\n",
       "      <td>121.370816</td>\n",
       "      <td>6.789222</td>\n",
       "      <td>57.645600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.712938</td>\n",
       "      <td>0.735405</td>\n",
       "      <td>1.875109</td>\n",
       "      <td>4.465108</td>\n",
       "      <td>5.944728</td>\n",
       "      <td>11.149999</td>\n",
       "      <td>14.664817</td>\n",
       "      <td>41.285542</td>\n",
       "      <td>72.674698</td>\n",
       "      <td>14.775754</td>\n",
       "      <td>85.130601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.583400</td>\n",
       "      <td>-4.860000</td>\n",
       "      <td>-8.490000</td>\n",
       "      <td>-15.330000</td>\n",
       "      <td>-24.430000</td>\n",
       "      <td>-35.600000</td>\n",
       "      <td>-25.040000</td>\n",
       "      <td>-33.060000</td>\n",
       "      <td>-15.050000</td>\n",
       "      <td>-27.930000</td>\n",
       "      <td>-71.570000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.018525</td>\n",
       "      <td>-0.470000</td>\n",
       "      <td>-0.570000</td>\n",
       "      <td>-3.930000</td>\n",
       "      <td>-3.017500</td>\n",
       "      <td>-6.497500</td>\n",
       "      <td>-0.100000</td>\n",
       "      <td>29.640000</td>\n",
       "      <td>74.735000</td>\n",
       "      <td>-3.660000</td>\n",
       "      <td>0.660000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.351500</td>\n",
       "      <td>-0.120000</td>\n",
       "      <td>0.720000</td>\n",
       "      <td>-0.330000</td>\n",
       "      <td>0.830000</td>\n",
       "      <td>-0.970000</td>\n",
       "      <td>7.615000</td>\n",
       "      <td>49.270000</td>\n",
       "      <td>105.905000</td>\n",
       "      <td>4.205000</td>\n",
       "      <td>32.670000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.811700</td>\n",
       "      <td>0.120000</td>\n",
       "      <td>1.370000</td>\n",
       "      <td>1.660000</td>\n",
       "      <td>3.265000</td>\n",
       "      <td>6.607500</td>\n",
       "      <td>18.362500</td>\n",
       "      <td>76.520000</td>\n",
       "      <td>156.107500</td>\n",
       "      <td>15.352500</td>\n",
       "      <td>82.160000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>6.350000</td>\n",
       "      <td>2.200000</td>\n",
       "      <td>9.240000</td>\n",
       "      <td>16.160000</td>\n",
       "      <td>22.830000</td>\n",
       "      <td>62.330000</td>\n",
       "      <td>120.490000</td>\n",
       "      <td>250.800000</td>\n",
       "      <td>453.880000</td>\n",
       "      <td>122.530000</td>\n",
       "      <td>765.740000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              单位净值         日增长率          近1周          近1月          近3月  \\\n",
       "count  1968.000000  1923.000000  1957.000000  1907.000000  1822.000000   \n",
       "mean      1.547301    -0.210936     0.374538    -1.165328     0.299435   \n",
       "std       0.712938     0.735405     1.875109     4.465108     5.944728   \n",
       "min       0.583400    -4.860000    -8.490000   -15.330000   -24.430000   \n",
       "25%       1.018525    -0.470000    -0.570000    -3.930000    -3.017500   \n",
       "50%       1.351500    -0.120000     0.720000    -0.330000     0.830000   \n",
       "75%       1.811700     0.120000     1.370000     1.660000     3.265000   \n",
       "max       6.350000     2.200000     9.240000    16.160000    22.830000   \n",
       "\n",
       "               近6月          近1年          近2年         近3年          今年来  \\\n",
       "count  1614.000000  1396.000000  1105.000000  858.000000  1414.000000   \n",
       "mean     -0.292528     9.855530    55.964923  121.370816     6.789222   \n",
       "std      11.149999    14.664817    41.285542   72.674698    14.775754   \n",
       "min     -35.600000   -25.040000   -33.060000  -15.050000   -27.930000   \n",
       "25%      -6.497500    -0.100000    29.640000   74.735000    -3.660000   \n",
       "50%      -0.970000     7.615000    49.270000  105.905000     4.205000   \n",
       "75%       6.607500    18.362500    76.520000  156.107500    15.352500   \n",
       "max      62.330000   120.490000   250.800000  453.880000   122.530000   \n",
       "\n",
       "               成立来  \n",
       "count  1968.000000  \n",
       "mean     57.645600  \n",
       "std      85.130601  \n",
       "min     -71.570000  \n",
       "25%       0.660000  \n",
       "50%      32.670000  \n",
       "75%      82.160000  \n",
       "max     765.740000  "
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_1.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0563059f-f75a-4729-9e3c-56517f1febcc",
   "metadata": {},
   "source": [
    "#### 近一年的基金收益分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "0e00120c-5982-43e9-b741-b1f6803f99ec",
   "metadata": {},
   "outputs": [],
   "source": [
    "distribution = df_1[\"近1年\"].groupby(pd.cut(df_1[\"近1年\"], range(-15, 135, 10))).count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "49dc4314-6429-4056-a2ea-4a216299d128",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from matplotlib import font_manager\n",
    "\n",
    "font_path = 'SimHei.ttf'  # 设置本地字体\n",
    "font_manager.fontManager.addfont(font_path)\n",
    "prop = font_manager.FontProperties(fname=font_path)\n",
    " \n",
    "plt.rcParams[\"font.family\"] = \"SimHei\"\n",
    "plt.rcParams['font.sans-serif'] = prop.get_name()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "609aae95-d55a-4c6d-9dbf-934125595d05",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "distribution.plot(kind=\"bar\", figsize=(12,6), color=\"green\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5dccc125",
   "metadata": {},
   "source": [
    "从中我们可以看出大部分基金收益集中在0-35%区间，5%以下有近550只，爬取的近一年收益有数据的有1400只，这么看差不多有40%的概率是不赚钱的，难受"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4cf61535-5180-4f26-a5a8-0fc678d4b6de",
   "metadata": {},
   "source": [
    "####  近一年收益率前十的基金"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "54115f1b-31ee-4860-acd6-04ebcc89f291",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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88+CNN+CUU+pdGkmSJEmSBiQDIDW+ddeFQw6BCy6A//u/epdGkiRJkqQBxwBIA8Mpp8B888HRR9e7JJIkSZIkDTgGQBoYllwSTjgBrr8+bg0vSZIkSZL6zABIA8cXvgArrxy3hW9vr3dpJEmSJEkaMAyANHAMGQLf+Ab84x9w8cX1Lo0kSZIkSQOGAZAGlg99CLbdFk48EV5/vd6lkSRJkiRpQDAA0sCSEnzrW/Dqq3D66fUujSRJkiRJA4IBkAaeDTeEgw6C73wHnnii3qWRJEmSJKnhGQBpYDrtNBg8GI49tt4lkSRJkiSp4RkAaWBaemn4ylfg2mvh5pvrXRpJkiRJkhqaAZAGri99CVZYIW4L39FR79JIkiRJktSwDIA0cA0bBuecAw8+CJddVu/SSJIkSZLUsAyANLDtvTe8973w1a/Cm2/WuzSSJEmSJDUkAyANbJXbwr/4Ipx5Zr1LI0mSJElSQzIA0sC36abw8Y/DeefB00/XuzSSJEmSJDUcAyA1hzPPhJYW+PKX610SSZIkSZIajgGQmsNyy8Gxx8LVV8Mdd9S7NJIkSZIkNRQDIDWPY46BZZeFI46Azs56l0aSJEmSpIZhAKTmMf/8cSrYuHFw5ZX1Lo0kSZIkSQ3DAEjNZb/9YJNN4PjjYdKkepdGkiRJkqSGYACk5tLSEreFf/55OOecepdGkiRJkqSGYACk5rPllrDPPvCNb8Czz9a7NJIkSZIk1Z0BkJrT2WfHhaCPP77eJZEkSZIkqe4MgNScVlwRjjoKfvpTuPvuepdGkiRJkqS6MgBS8zruOFhqKfjSlyDnepdGkiRJkqS6MQBS81pgATj9dPjb3+AXv6h3aSRJkiRJqhsDIDW3Aw6ADTeEY4+Ft9+ud2kkSZIkSaoLAyA1t9bWuC38s8/CeefVuzSSJEmSJNWFAZCa37bbwp57wplnwvPP17s0kiRJkiTNdQZAmjeccw5MmwYnnFDvkkiSJEmSNNcZAGnesMoq8MUvwmWXwf3317s0kiRJkiTNVQZAmnd89auw+OLeFl6SJEmSNM8xANK8Y6GF4NRT4dZb4de/rndpJEmSJEmaawyANG85+GBYZx045hiYPLnepZEkSZIkaa4wANK8pa0tbgf/73/D+efXuzSSJEmSJM0VBkCa9+y4I+y2G5x2Grz4Yr1LI0mSJEnSHGcApHnTN78Jb78NX/tavUsiSZIkSdIcZwCkedPqq8PnPgcXXwx//3u9SyNJkiRJ0hxlAKR519e+BgsvDEce6W3hJUmSJElNzQBI865FF4WTToKbboLrrqt3aSRJkiRJmmMMgDRvO+wwWGMNOPpomDq13qWRJEmSJGmOMADSvG3QIDj3XHj8cbjggnqXRpIkSZKkOcIASNp5Z9hpJzjlFHjllXqXRpIkSZKkmjMAklKKXkBvvhnXBJIkSZIkqckYAEkAa68Nn/40XHgh/POf9S6NJEmSJEk1ZQAkVZx8MgwfDkcdVe+SSJIkSZJUUwZAUsXii8PXvgZ/+hP88Y/1Lo0kSZIkSTVjACRV+/zn4T3viV5A06bVuzSSJEmSJNWEAZBUbfBg+OY34dFH4aKL6l0aSZIkSZJqYpYDoJTSIimlP6SUbkspXVheuySldGdK6YTaF1Gayz7wAdhuuzgdbPz4epdGkiRJkqTZ1p8eQPsDV+actwYWSCkdC7TmnN8LLJNSWrWmJZTmtpTgvPMi/DnllHqXRpIkSZKk2dafAOhVYPWU0sLA8sBI4Ory3l+BrWpSMqme1l8fPvUp+N734F//qndpJEmSJEmaLSnnPGsfSGlF4Ezg/4DlgFbg/JzzQyml9wEb5ZzP6uFzhwKHAowYMWLjq666anbL3hAefu6NehdhpkYMgxffrncpZm7dZReqdxGmM+i119hs//15fYMNeOT00+fY90ycOJHhw4fPsfGr/6ybxmb9NC7rprFZP43Lumls1k/jsm4am/Uzd40ZM+a+nPOont5r68f4zgAOyzlPSCkdCZwO/Ki8N5xeehXlnC8CLgIYNWpUHj16dD++uvEceNz19S7CTB21bjvnPtyfqp67nt5vdL2L8G6PP87ixx3H6PZ22GGHOfIVY8eOpVmWh2Zj3TQ266dxWTeNzfppXNZNY7N+Gpd109isn8bRn1PA5gPWTSm1ApsBZ9F12tf6wNO1KZrUAL74RRg5Eo48Ejo66l0aSZIkSZL6pT8B0JlET543gEWBbwH7p5TOA/YGGr9LjNRXQ4fCN74BDz8Ml1xS79JIkiRJktQvsxwA5ZzvyTmvnXMennPeMec8ARgN3AWMyTk3/kVxpFnx4Q/D1lvDCSfAG87ekiRJkqSBpz89gN4l5zw+53x1zvmFWoxPaigpwbe+Ba+8AmecUe/SSJIkSZI0y2oSAElNb+ON4ROfgG9/G556qt6lkSRJkiRplhgASX11xhnQ1gbHHlvvkkiSJEmSNEsMgKS+WmYZOO44+NWv4JZb6l0aSZIkSZL6zABImhVHHQXLLw9f+pK3hZckSZIkDRgGQNKsmG8+OOsseOABuOKKepdGkiRJkqQ+MQCSZtXHPgabbw5f+QpMnFjv0kiSJEmSNFMGQNKsqtwW/oUXojeQJEmSJEkNzgBI6o/NN4d994VvfhOeeabepZEkSZIkaYYMgKT+OussaGmJO4NJkiRJktTADICk/lp+eTj6aLjqKrjzznqXRpIkSZKkXhkASbPj2GNhmWXitvCdnfUujSRJkiRJPTIAkmbH8OFwxhlwzz3ws5/VuzSSJEmSJPXIAEiaXfvvDxtvHNcCmjSp3qWRJEmSJOldDICk2dXSEreFf+65uCuYJEmSJEkNxgBIqoWtt4aPfATOOQf++996l0aSJEmSpOkYAEm1cvbZ0N4OX/lKvUsiSZIkSdJ0DICkWllpJTjySPjJT+Dee+tdGkmSJEmS3mEAJNXS8cfDkkvGbeFzrndpJEmSJEkCDICk2lpwQTj9dLjjDvjlL+tdGkmSJEmSAAMgqfYOOgjWXx+OPRYmT653aSRJkiRJMgCSaq61NW4L/8wz8V+SJEmSpDozAJLmhDFjYI894Iwz4H//q3dpJEmSJEnzOAMgaU75xjdgyhQ44YR6l0SSJEmSNI8zAJLmlFVXhcMPh0svhQceqHdpJEmSJEnzMAMgaU468URYdFFvCy9JkiRJqisDIGlOWnhhOPVUuOUW+M1v6l0aSZIkSdI8ygBImtMOOQTWXhuOPjquCSRJkiRJ0lxmACTNaW1tcN558NRT8N3v1rs0kiRJkqR5kAGQNDe8732wyy5xOthLL9W7NJIkSZKkeYwBkDS3nHsuTJoEX/96vUsiSZIkSZrHGABJc8saa8BnPwsXXQQPP1zv0kiSJEmS5iEGQNLc9PWvw0ILwZFHelt4SZIkSdJcYwAkzU2LLRYh0I03wvXX17s0kiRJkqR5hAGQNLd99rOw+upw1FEwbVq9SyNJkiRJmgcYAElz26BB8M1vwr/+Bd//fr1LI0mSJEmaBxgASfWw666w445w8snM/+ST8PLL0N5e71JJkiRJkppUW70LIM2TUoLzzoMNNmCTT32q6/UFF4RFFoFFF+36X/24t9eGD49xSpIkSZLUAwMgNa2RxzX+RZZXO+A7HDXkSe58/C0WmjyRhd9+k4WmTGShCW+y8Ev/Y6HJj7Pw5DdZ6O2JDO7svYfQtJZWXh+6ABOGDuf1ocN5Y+hwXh+2AG9UHg9doNfX2ltnvhp4+qxda/mzJUmSJElzmQGQVEf/WmIk/1p3OS5fcCaLYs4MmzYlwqDJE9/5v9DbE7u9NomF3n6TJSaN5z2vPsvCkyey4JRJMxz1xMHDeH3o8BIelaBo6HDeGLbAO0ERv3zr3T2PFljAXkeSJEmSNEAYAEkDQUq8PXgobw8eyv8WXGKWPtrS2cGCUyZF76LJE1l48sQIjya/2eNrq7z6XxaaEr2RhnSUu5T9+XvvHnFra/9OV1tkERgypAYTRZIkSZLUVwZAUpPrbGnl9WEL8vqwBWf5s0NKr6O7D9sIxo+H117r+l/9ePz4uJD1Y4/F49dfh5x7H/H88/cvPFpwQWjx2vWSJEmSNKsMgCT1asqgIbw4aAisu+6sfbCzE954Y8aBUfVrjz/e9drbb/c+3paWrl5EsxoeDR06exNDkiRJkgYwAyBJtVcd1MyqyZNn3tuo+rUnn4z/48dH8NSbYcP6FhRVvTbojTfgzTfjlLVBg7zmkSRJkqQBywBIUmMZOhSWXjr+ZkVnJ0yY0Pfw6N//hvvui9cm9Xyh7C27vzB4cIRBlf/Vj3t6bW693+aqXJIkSdKMudcgqS5GHnf9XPiW+cvf8tAKLF7+uhncPo2FJk9kwcnT31Vtj8Xe5LZnOxnc0c6Q9mkM6pzG4PZpDOpsZ3D7NAZ3TGNwRzuD357G4InTGNQxkcEd4+O1jncPO6ijnSEd07ourl0rLS2NE0Z1/+81myRJkqSGYAAkaZ43tW0QLw9fhJeHT3/K2krrtnPxw3NgNZkzbZ0d74RCg0soNKg6OCph0aBKyPTO42kM6Wh/5/Hg9mkcNXolmDIFpk6N/709fuut6PE0o2Hb22v7W9vaah8wlb8F29th663jjnSSJEmSZsgASJLmtpRob22jvbU2q+CjTt21JuMBoLOT1Y/97fRhVOnFNKQqhOo1uJpu2Pbphh1cFWYNnjqNQW+3M7j9bQZ3vjldL6nBHdP3mKqMu4Xp7yy3ETD+mK9w60obcfMqo7h1pY14bb6FajctauDps2pYN5IkSdJsMACSJHVpaWFK22CmtA2ud0nepbWz450eUfNNnczXWx9h0tgH2Pap+9jj0VvoJPHQ0qtx8yqjGLvyxjy81HvIyVPQJEmSJDAAkiQNEB0trXS0tDJ5EEwYOpwn1t2Kc+cfTcqdrPPCk4x5ahxjnhzHEbf/jCNv/ykvz7cwt668ETevHL2DJgwdXu+fIEmSJNWNAZAkaUDLqYWHl16Vh5delfO3/BiLvvUG2/z7fsY8OY7tnriXDz/yV9pTC/cvuwZjVx7FzauM4tElVoKU6l10SZIkaa4xAJIkNZXX5luI36w9ht+sPYaWzg42+N+/GP3kOMY8NY5jb72CY2+9gv8NX4yxK2/M2FVGcfuKGzBpyHz1LrYkSZI0RxkASZKaVmdLK/cvuyb3L7sm522zP0tMfI3RT93H6KfGsev/3c7H/n4DU1vauHf5tbh55VHcvPImPLnYcvYOkiRJUtMxAJIkzTNeHr4ov1xvR3653o60dbSz8XOPMuapcYx+chwn3PxjTrj5xzy70IgIg1YZxd9WWJfJg4bWu9iSJEnSbDMAkiTNk9pb27h7hXW5e4V1OWv0QSwz4SVGP3UfY54cx16P3MgnHrieKa2D+NsK671zZ7FnFlmm3sWWJEmS+sUASJIk4PkFl+RnG+zMzzbYmcHt09j02Ueid9BT4zj5xh8C8NQiy7xzIel7ll+HKW2D61xqSZIkqW8MgCRJ6mZq2yBuX2lDbl9pQ07d/hBWGP8/Rj8VF5Le96E/8cn7fsdbg4Zwx4rrvxMIPb/gkvUutiRJktQrAyBJkmbiP4sszRUb784VG+/O0GmT2fw/DzPmqXFs9+Q4dnziHgAeW3wFbl55FGNXGcW4ZdeivdVNrCRJkhqHrVNJkmbB5EFDGbvKJoxdZRO+vkNmldf++85t5j857nccds+vmTB4Pm4fuQGs9iLsvDMsvXS9iy1JkqR5nAGQJEn9lRJPLrY8Ty62PJds+iHmn/IWWz7zUJwu9uQ4OPjgGG7DDWGXXeJvs82gtbW+5ZYkSdI8xwBIkqQamTRkPm5YbQtuWG0LyJmn91sB/vCH+DvrLDj9dFh0UdhppwiDdtoJllii3sWWJEnSPKClvx9MKX0/pbR7eXxJSunOlNIJtSuaJEkDWEqw3npw3HFw663w8svwi1/A7rvDTTfB/vvDiBGw+eZwyilw773Q2VnvUkuSJKlJ9SsASiltDSyVc74upbQn0Jpzfi+wTEpp1ZqWUJKkZrDIIrD33nDZZfC//0Xgc/LJERSddBJsumlcK+iAAyIoGj++3iWWJElSE0k551n7QEqDgIeBPwC3ANsDf8o5/yGltBewQM750h4+dyhwKMCIESM2vuqqq2a37A3h4efeqHcRZmrEMHjx7XqXYubWXXahmo5vINQNDIz6qXXdwMCon4FQN+Cy08j6WjeDXn+dRe69l8XuvptF772XQRMmkFtaeGPttXlts814dbPNmLTKKhEWDQATJ05k+PDh9S6GemH9NC7rprFZP43Lumls1s/cNWbMmPtyzqN6eq8/AdDBwK7AZ4HDgeOAjXLOD6WU3lcenzWjcYwaNSqPGzdulr63UY087vp6F2Gmjlq3nXMfbvzLPT191q41Hd9AqBsYGPVT67qBgVE/A6FuwGWnkfWrbjo64J57uq4ddP/98fqyy8YdxXbZBXbYARZYoLaFraGxY8cyevToehdDvbB+Gpd109isn8Zl3TQ262fuSin1GgD15xSwDYGLcs4vAFcCtwLDynvD+zlOSZIEcYewLbaAU0+F++6D55+HH/84Xrv6athzT1hsMdh+ezj3XHj0UZjFgzmSJEma9/QnrHkCWLk8HgWMBLYqz9cHnp7tUkmSpLD00nDQQfDLX8Irr8DYsfClL8FLL8HRR8Naa8HKK8PnPgfXXw9vvVXvEkuSJKkB9afv/CXAj1NKHwUGAaOB36WUlgF2BjavXfEkSdI7Bg2CbbeNv7PPhv/8B/74xzhV7LLL4PvfhyFDYMyYOFVs553hPe+pd6klSZLUAGY5AMo5vwl8pPq1lNJoYEfgnJzzwLh6qCRJA90KK8CnPx1/U6bE7eYr1w76whdimFVXjTBol11gm21g6ND6llmSJEl1UZPr9eScx+ecry7XBZIkSXPbkCGw447wrW/BY4/BE0/Ad78bPYB++EPYaae4dtAHPgAXXhi9hyRJkjTPaOzbp0iSpP5ZZRX4/Ofj76234tpBf/hDXCfouutimLXX7uodtOWWcYqZJEmSmpJ37JIkqdnNN1+EPN/7Hjz1VNw57NxzYaml4NvfjmsGLb447LVX3HHs+efrXWJJkiTVmD2AJEmal6QEa6wRf0ceCW++CTfd1HXtoF/9KobbcMOu3kGbbRa3p5ckSdKAZQ8gSZLmZQssAB/8IFx0ETz7LDz0EJx5JgwfDmedFaeGLbkk7LsvXHklvPxyvUssSZKkfrAHkCRJCinBeuvF33HHwfjx8Je/xK3m//hH+PnPY5hNN+26zfzGG0OLx5MkSZIanS02SZLUs0UWgb33hksvjesCjRsHJ58cIdBJJ0UQtPTScMAB8ItfRGAkSZKkhmQPIEmSNHMtLdHbZ+ON4cQT4ZVX4M9/jusG/f73cMUVcZ2gLbZgpRVXhDvvhLa2+Bs0qOvxzJ7PyrDdn7e0RDglSZKkdzEAkiRpABl53PX1LkKVhWH5fWk5eB82+N+/GP3kOMY8Po51b7+9biWa2tJGR0sr7S0tdLS0Mq2ljY6WFtpbWsvrbe+8t9byi85e4DS7z2d3XK2tBl6SJKnPDIAkSdJs6Wxp5f5l1+T+ZdfkvG325+i1p3D+Qy20dnbQljto7exgUEfHdM/bOuJxW+f0z1s747XKX2/PWzs7GNTt+Yw/00lbZ3vX89zJWiMWhfb2rr9Jk6Z/Pm3a9M97em3aNOjsrN/E70eAtOGkSbDYYr2HUY362LBLkqTZYgAkSZJqKre0MrWtDRhU76LM0NNn7VqbEXV2QkcHqx933btCqRk+z1XBWHneVsKw1tzHcXR2Mqizfbrn0wVdnZ20dbTTNq2D1kkdDOqcxsrztfDoU6++67O9hWeDur3emusUeLW09C0waoSwqp+P09SpMHVqhF2VwKvyuPq5JEn9YAAkSZI0O1paoKWFKYOGMKXeZemDo9Zt59yH+98ETLmzKmjqLCFRe489rd4VHvUUMHW005o7S/jVTlvu5LTd1pi+t9XsPp48efrX+/q5udy7a9tZGbingGhGodGsDON4e3y+7vjx0Xuu+3gqf5XrkM3sb14abi595yIPPxz1VQlVZ/V/pb6lJmcAJEmSpD7LqYX21hbaW+dcM/K0w2vUO6tKf66fNTfCrtZ3Hncweolp3P5CC4lcvj+Tyn+ARCZloPv75HcNUxkHVeOY0Xjp4Xt6Gi9k9t10Bch5+r/yXX1+XvXa7x96vut7evxNlbLNaLrk6T7TNdyMflNl+lTGO6NpmVl6aObvz7w63fdPN3zOtFS9FpFCddm6xt9Sfk/1a4ludZWhJXe+67uqy526fe/Q1vTu6dx9mjeh9Wfz8+2pXDeutY2O1BL/W1qZ1u36cfG/teuvtZWO1Pqu4af/XNfwh26/+qwHVP0Ntar/e804FQZAkiRJUg/mRthVbfi67VwwG72z5pZ9a3X6ZPH5hrq4fe9mt/fc3DDTU1tnFA5V/3V2vvN43a//qVtAl7uFXdBj0FV53EuIVR10JXIPYVcJ37oN35Lzuz6770rTuOaJVILX9ukC2nf+Suja1tE+XWgboe67T4lt6+hlPFXDD+poZ76OKeWU3vbpTsN99187PPj76F1YD91PPZ2L/xebMgVGj67P79Z0GnsNJkmSJEmqjerT2/rozSHzz6HC1M7oNdr527TG37V9J6Dr6Oj5tNR+/D/8int6uHZbt5Crcm25jt7DqbbOTtqmttM6uXJ9urd6D8cqw5fei20d0/eEHNzZPt3vnm/jzRj55gZzf4LPgppdF7DBNf5SIkmSJElSs2htjb8hQ2Z7VNeNG1aDAtVYjh5dlUDo8LU74PF6F0pgACRJkiRJkmolJTpTK1NaWgFoH9o+kw9obmmpdwEkSZIkSZI0ZxkASZIkSZIkNTkDIEmSJEmSpCZnACRJkiRJktTkDIAkSZIkSZKanAGQJEmSJElSkzMAkiRJkiRJanIGQJIkSZIkSU3OAEiSJEmSJKnJGQBJkiRJkiQ1OQMgSZIkSZKkJmcAJEmSJEmS1OQMgCRJkiRJkpqcAZAkSZIkSVKTMwCSJEmSJElqcgZAkiRJkiRJTc4ASJIkSZIkqckZAEmSJEmSJDU5AyBJkiRJkqQmZwAkSZIkSZLU5AyAJEmSJEmSmpwBkCRJkiRJUpMzAJIkSZIkSWpyBkCSJEmSJElNzgBIkiRJkiSpyRkASZIkSZIkNTkDIEmSJEmSpCZnACRJkiRJktTkDIAkSZIkSZKanAGQJEmSJElSkzMAkiRJkiRJanIGQJIkSZIkSU3OAEiSJEmSJKnJGQBJkiRJkiQ1OQMgSZIkSZKkJmcAJEmSJEmS1OQMgCRJkiRJkpqcAZAkSZIkSVKTMwCSJEmSJElqcgZAkiRJkiRJTc4ASJIkSZIkqckZAEmSJEmSJDU5AyBJkiRJkqQmZwAkSZIkSZLU5PodAKWURqSUHiiPL0kp3ZlSOqF2RZMkSZIkSVItzE4PoG8Cw1JKewKtOef3AsuklFatTdEkSZIkSZJUCynnPOsfSmk7YG9gDeDvwJ9yzn9IKe0FLJBzvrSHzxwKHAowYsSIja+66qrZKnijePi5N+pdhJkaMQxefLvepZi5dZddqKbjGwh1AwOjfmpdNzAw6mcg1A247DQyl53G5rLTuFx2GpvLTuNy2Wls1k/jmhN1Uy9jxoy5L+c8qqf3ZjkASikNBm4APgj8BngSOD/n/FBK6X3ARjnns2Y0jlGjRuVx48bN0vc2qpHHXV/vIszUUeu2c+7DbfUuxkw9fdauNR3fQKgbGBj1U+u6gYFRPwOhbsBlp5G57DQ2l53G5bLT2Fx2GpfLTmOzfhrXnKibekkp9RoA9ecUsOOAC3LOr5fnE4Fh5fHwfo5TkiRJkiRJc0h/YrgdgO1SSp8DNgBWAJ4F7gLWBx6rWekkSZIkSZI022Y5AMo5b1N5nFIaC3wAuC2ltAywM7B5zUonSZIkSZKk2TZbp2vlnEfnnCcAo4keQGNyzo1/FSpJkiRJkqR5SE2uxJRzHg9cXYtxSZIkSZIkqba8YLMkSZIkSVKTMwCSJEmSJElqcgZAkiRJkiRJTc4ASJIkSZIkqckZAEmSJEmSJDU5AyBJkiRJkqQmZwAkSZIkSZLU5AyAJEmSJEmSmpwBkCRJkiRJUpMzAJIkSZIkSWpyBkCSJEmSJElNzgBIkiRJkiSpyRkASZIkSZIkNTkDIEmSJEmSpCZnACRJkiRJktTkDIAkSZIkSZKanAGQJEmSJElSkzMAkiRJkiRJanIGQJIkSZIkSU3OAEiSJEmSJKnJGQBJkiRJkiQ1OQMgSZIkSZKkJmcAJEmSJEmS1OQMgCRJkiRJkpqcAZAkSZIkSVKTMwCSJEmSJElqcgZAkiRJkiRJTc4ASJIkSZIkqckZAEmSJEmSJDU5AyBJkiRJkqQmZwAkSZIkSZLU5AyAJEmSJEmSmpwBkCRJkiRJUpMzAJIkSZIkSWpyBkCSJEmSJElNzgBIkiRJkiSpyRkASZIkSZIkNTkDIEmSJEmSpCZnACRJkiRJktTkDIAkSZIkSZKanAGQJEmSJElSkzMAkiRJkiRJanIGQJIkSZIkSU3OAEiSJEmSJKnJGQBJkiRJkiQ1OQMgSZIkSZKkJmcAJEmSJEmS1OQMgCRJkiRJkpqcAZAkSZIkSVKTMwCSJEmSJElqcgZAkiRJkiRJTc4ASJIkSZIkqckZAEmSJEmSJDU5AyBJkiRJkqQmZwAkSZIkSZLU5AyAJEmSJEmSmpwBkCRJkiRJUpMzAJIkSZIkSWpyBkCSJEmSJElNbpYDoJTSQimlP6aU/pJSujalNDildElK6c6U0glzopCSJEmSJEnqv/70ANoPOC/nvCPwAvBRoDXn/F5gmZTSqrUsoCRJkiRJkmZP26x+IOf8/aqnSwAfB75dnv8V2Ap4fLZLJkmSJEmSpJpIOef+fTClLYDTgKeB83POD6WU3gdslHM+q4fhDwUOBRgxYsTGV111Vb8L3Ugefu6NehdhpkYMgxffrncpZm7dZReq6fgGQt3AwKifWtcNDIz6GQh1Ay47jcxlp7G57DQul53G5rLTuFx2Gpv107jmRN3Uy5gxY+7LOY/q6b1+BUAppUWBG4APA0cCP88535VS2hNYI+d8xow+P2rUqDxu3LhZ/t5GNPK46+tdhJk6at12zn14ljt7zXVPn7VrTcc3EOoGBkb91LpuYGDUz0CoG3DZaWQuO43NZadxuew0NpedxuWy09isn8Y1J+qmXlJKvQZA/bkI9GDgauD4nPMzwH3EaV8A6xM9giRJkiRJktQg+nMR6IOBjYGvppTGAgnYP6V0HrA30PgRpCRJkiRJ0jykPxeB/gHwg+rXUkq/A3YEzsk5N/5JiJIkSZIkSfOQmpyIl3MeT5wWJkmSJEmSpAbTn1PAJEmSJEmSNIAYAEmSJEmSJDU5AyBJkiRJkqQmZwAkSZIkSZLU5AyAJEmSJEmSmpwBkCRJkiRJUpMzAJIkSZIkSWpyBkCSJEmSJElNzgBIkiRJkiSpyRkASZIkSZIkNTkDIEmSJEmSpCZnACRJkiRJktTkDIAkSZIkSZKanAGQJEmSJElSkzMAkiRJkiRJanIGQJIkSZIkSU3OAEiSJEmSJKnJGQBJkiRJkiQ1OQMgSZIkSZKkJmcAJEmSJEmS1OQMgCRJkiRJkpqcAZAkSZIkSVKTMwCSJEmSJElqcgZAkiRJkiRJTc4ASJIkSZIkqckZAEmSJEmSJDU5AyBJkiRJkqQmZwAkSZIkSZLU5AyAJEmSJEmSmpwBkCRJkiRJUpMzAJIkSZIkSWpyBkCSJEmSJElNzgBIkiRJkiSpyRkASZIkSZIkNTkDIEmSJEmSpCZnACRJkiRJktTkDIAkSZIkSZKanAGQJEmSJElSkzMAkiRJkiRJanIGQJIkSZIkSU3OAEiSJEmSJKnJGQBJkiRJkiQ1OQMgSZIkSZKkJmcAJEmSJEmS1OQMgCRJkiRJkpqcAZAkSZIkSVKTMwCSJEmSJElqcgZAkiRJkiRJTc4ASJIkSZIkqckZAEmSJEmSJDU5AyBJkiRJkqQmZwAkSZIkSZLU5AyAJEmSJEmSmpwBkCRJkiRJUpMzAJIkSZIkSWpyBkCSJEmSJElNzgBIkiRJkiSpyRkASZIkSZIkNTkDIEmSJEmSpCZnACRJkiRJktTkahYApZQuSSndmVI6oVbjlCRJkiRJ0uyrSQCUUtoTaM05vxdYJqW0ai3GK0mSJEmSpNlXqx5Ao4Gry+O/AlvVaLySJEmSJEmaTSnnPPsjSekS4Pyc80MppfcBG+Wcz+o2zKHAoeXp6sBjs/3F6qvFgVfqXQj1yvppXNZNY7N+Gpd109isn8Zl3TQ266dxWTeNzfqZu1bMOS/R0xttNfqCicCw8ng4PfQsyjlfBFxUo+/TLEgpjcs5j6p3OdQz66dxWTeNzfppXNZNY7N+Gpd109isn8Zl3TQ266dx1OoUsPvoOu1rfeDpGo1XkiRJkiRJs6lWPYB+A9yWUloG2BnYvEbjlSRJkiRJ0myqSQ+gnPME4kLQdwFjcs5v1GK8qhlPvWts1k/jsm4am/XTuKybxmb9NC7rprFZP43Lumls1k+DqMlFoCVJkiRJktS4anUNIEnzuJTSEimlhXp4fXhKKc2h71w7pfSePgy3Qh/Ht3RKaVhv73V7vnhK6YN9KmjP49s2pVSTdXAqZvB+65yqA0l9l1LaJaW0SHm8Qkpp05kM31L1uNfT9sv6t3UG72+SUtq86vnglNIqKaX9U0qLztqvgJTSl1JKQ6ueH9+f9Vmjrbv6Wj99nZ59mSYppQVn8F5rt3ng6ymlQSmltur6TikNmfmvm3WNVj+SpNlXq2sANb2U0mBgjZzz38vzZYGhOecny/OUS3eqlNJKwISc86u9jKcj59zR7fUEDMk5Ty7PFyyn1vVUllYg55w7eytrznlqf3/r3FZpPOReuqOV39vZ2/v9+L5dgL/lnMeXYGCpnPM9tRj3QFTD6f8Z4A3gO91e/zkwX0ppNeCh8toQ4PWc80fKd7QA44EHehn3BsCSwPzAZlWvf7iM+ydVr92Rc36z2+dPSCn9Ief8m94KX37ntcC/gY/1MMhJZZjPluVrAnBKSukvOedJZRxtwPnA2TnnZ1JK5xJdXgcDH805f7VqfMsDV6WUFubdYfyawOic8+MppWuApcrv/wJxuu2OwHzAuTnni4EtgLNSSp3ASOBVYFGiPl4n1vWH0/v0rZmUUmv39dsMhk2zu1yXnbD/yzm/nlIaA9wBtOWc35qd8c7g++bq+qpWUkrzzWya9HXdmFJaM+f8aB++s6W37VQt9HdbV+s6LONryTl3lM+uDLyfuCvqz4HxOec3ynCnA/umlFYEFgIOSClVfsMLwBTgNOAMoAP4SUppb2AocEVK6RDgvznn9m7FuBL4EvDPbmVrIdYvKwFrpZTuJ9YnTwNvAv8CXk4RcH8cyMT651FiPf0e4B9AAn6ec764hCJfBXZKKQ0CzgM+C2xb1kFfyDk/0SjrrhrXz0t9mZ7An0ooc2tKaY+c8wsppY8S27Brge1zzr8s0+8PKaUTgRPL93SW7+gsv/9s4I8ppY8A8+ecp6WUDirl7Ch1Mx74aLfffQHwMDAIWCznfFK39+taP31tN/f2mV7eHwS012C70kasA2a6/kopLVBpc6SURgJv5JzHz873z+T7BsQ2qMz/B+ecvz8Hxr0c8Hz3+qn+7WVeSNXbiEpo2lMbpQS3a+ac7+hHeQZEndTLrCxPc7AMI3POT8/G51fOOT9VwyLVlQFQ3w0GLk0pbZ9zfh04Hvgz8GQJdW5IKX0n53wt8HXgkZTSg+WzrcA9ZYPwLWD9spF4hdiAjgLuB6YB289Kg6BSuDLsD4id4/cBX6wufErpk8DRwPPAsmU8/wMWAW7POX8xpbQUsDbR6ATYFZgM3FT1O/6Rc36harwN0cCoZQOv+vdVTdsXcs4/6u37y3AfB5bNOZ89g2EWAn6Tcx4zg2F2IO6stxmwYM756h6GWQ34TM75S+X5V0sZL+k23Byb/qUxegbwYnmpFWgrrwMsBpyTc949pbQx8LGc89Hls+sA+1fGlXPuTCk9BGxXeV6GS8R8fxPQDqxG7ORcWj5amTcXLv8/U/7+WebN1cvrCxDL3eeJxvJd1WFM2Un6IXBZ+dpTcs5fq/69OedPp5R2yzlPTSmdA2xEhEC/Ldv+43LO41JKFwHvSyltAWwDbFh+wzLltffnnKfmnK9MKf0N+B5wIFHfd5f6Wb38Xsr/jwN7ETuHiwGHAptQltWc850ppSuInbU24AliGfgv8B/gwZzzA+W3LlpeW7wSOM9MSun+nPNGKaVLiTs9jiR2NFcAvgxcXdWgOi2ldFvO+Q/ls63ETmVbKd92wNvEDuudKaXtcrfrxqUIcpYFfloacgsQy+1FwL+67fR/lwjsXgdOAXYi1p+fyDn/p4xvJ2Ld9d8yX5wDXJBz3q3b9zbEDmu3Mh0HPJJz/n2313sN2qqmOUSbNAN3AhuklIYDf805b9ptvdmndWNKaUvg7JTSacR8/X/Ecgmx43VjKUNfdn4/C+xBzOOvAScD3wcq3zkY+HJl3u3B+SmlK3LOd1b99nrU4aqlLCsSd0Q9nAgI2ojw+n5im70rcC+xnV2R2A7/HRhDrD/vyjnfnlL6URnnEsAwIpAZUR6/j9imdQ+5p/XwGsTy+l1iGrcC2xP1/Ouc815V020QcHlZF19IrEeXBL6Yc/5KacAPShEUVdZ/PyLaNB8vZfw18OFcAnFqvO6aDTWrH2DpvkzP4ijgVGBUSmllov21L3GjlF+U3z8tpfRhYj7tAHYngrdf55x3qIwoRSB7PLB1+dyldG0He/MG8FYpZ089hOpWP7PYbq585rjym37QbVwJ+BlQaeduVV7rBLYlAsl3td9SSg/mnDfopYj7AfuVdUTFosS02adbu+ySlNJ3c863AUcQy+fd3b5rCeBr5XeeA/yUONi0D7HOuaq0URtuG9ST3rY/pS3VUgLqj1LaYCml5Ynl5/Ey6OI553XKe0sCW+acr00pHUMcHJxhexv4E9GWeKnb67sBh6WU1gZ+BSxX2g+rEduY14l11vUppTOJdsgWxHIwDFg1pfR3YFrOecdSvoapk572R1JKRxFtzUy0b+/NOZ+WUtoM2D3nfEJfx1X13qeB64j9xNZcdcCh1HF1O/16oj1/AXA50Sb4WCnL93J0ZjgLuJEIxncCtss5fzlFj/tbcs6blnG1AWNzzlullC4HTstxIHRT4K2c8yNluFOAvxL18Gb57muAXXqZL79MzHtPz3gKz9DuKaWXc84/m41xNAwDoJlIKR1PzGCdxIb0mrKztymwRkrpi8DNwIeAo1NKDxAb0ReIFQZEI3YIQM75c2W83yaCgLFlI7RN5Tv72iCoKuNIorfAqSmlPwGnppQWzTm/VjVYO3BejqN3hwGTc86XpZRGE40egAWBdegKgJYiGgXrlOeDgOfKb6tolAZGLRt4L3Qb91S6dkhmZDJd0+5dUko/L79xWkppbHl55ZzzClXDtBKBwCiioblY1eu5Kj0/DBicUnovEcAcCzxY5tefVYUXcyw8IObry4FvAlMqRzZKw2sw0dCtTI/Nge1SSjcSgcg+wMYppcdzzquWYTqJ+vlcaexWNpxXlHJ2ppQysQEdTjQuUvmOTPQu+hUwsTJtyzBvAV/POX+5lO89xBH2yjRfnmhQ3pFzvrC8dnxK6S/ERmsssXFdoVIWYpnYLXf12DsLWCClNAL4T875QeBH5fWLy3T9aCUgTSntTjRMjwc+TQRPhxONhh2BG3PO/64UEbiEmB+mAlsCnyd2Ds9P0VvwO0RvqMPKd/2FmKfvAZ4tw19VxrcjsaxuA9zADJQNfQYmlgbfQSUAODjn/Mny+5YkNuqdxDrjWWDdlNLZwDPEvHAm0Vg6jjhSfTwRUiciQFsHWCvnXGnM7Uf05PlHSul7xM7mGGK5bSdCHkqj4OWc8xPlc51EuHQksb6qGAwcnlL6JbGuXg1YJ6X0Z+C6nPP3ynANscOaUrqErvByWWBS2fkBuJVY5q5NKU0DliPq6LmqUbQRBw9WoGsnZmRK6XliuVoypfR7Yvr/APg9fVg3ppReInZofwCcS6xTlyR2bM4v/9cqZZjpzi+xbCyScz49pXQDUWd3Eo3qN1NKu+ecH0gRWv0FmFR+2w055zOI+uoeesz1Osw5/6u0BbYi2gZPEsvYUGKZ3jyltBEx3z8A3E4sq2/RdXCnPef8zRRHtivboFOI+WAM8EFivj0YeAq4MaV0B1GHU4H1gF+krsBuKWDDMv2uAh4hQpoJwDjgk6nrFK6cc56SUhqdUnqSmJeWBtaoTN+yA9Be1u/XEcvkFUSPz2OAHcrzTYh1JtR+3dUvtawfgL5MT6LejiZ2OAYRy+m3iVD7xymlg1IcyFkUGJZz/kWKXj1blmn2RNleDss5b0nU/ReBC1NKP6gOPauVoOH7OXrXTq0qf2Xn6u/EfDGFOtZPjgMpM2s3r5VSupqu0KDyG/cpD1elq6fs3cABpR28IDGP/h9wVLed5ZuI9RnAylVtMYBdK+Flzvlyon1T+dx2xPps9+owvkzv1cq4TiLWfxuWdfOEnPOeZdCNSnlWIXr/vpeYR9Yi5rPbiXVz3Q/49NHFZb2eie3FFKL+2oB7SpDzBWByWU8dA9xCHDSECGEqtifWX9cSQfa07l9W2rrfJdZHLeU7r03RA66TOAi4a875t+X7vpnLAdLy+d8CR+Zy1kbRUf4uJabh8sTB10OINnVFQ7QLinftj+Sczy1hSUWlDdxB14HEPo2ryoPEvsgpwHfK/LwJ0UZoJeri12XY+YhlcVliHfIeYj4fSrRBHinDHZniQPlSwIgUZ9Kk6jLmnNtTSpXn04j92U6i/XANQGkPTCCWoSWJgyMjgUk5DmZ1D6hGAsvnnM8uy+gTOecrK99ZxveTMq4niG3sCcR+SuUA9zU55++klH6aUrouv/ssgwHHAGjmvgVcT4QjEI2AuwDKRmYUscOxBNHgvppIkQ+sGseVuVuvkhlJcUpDXxoEFecTO1aUmf/UUu4DqobJwDFl4VsG6EwpHUisNP9UPvuvlNKbxArwn0SjoINYsNYCts45P9mIDYw50MB7lK4dqhWAqSml/cv4Juac319VXx8kNmyV5yOA1XPOt5bnrWX8HcBBxIpxo5zz11NKvy8rq1RS6/3KsL8nVpKDUkq7EY2hY4Hby07vpsT81gl8iqjrw4mu+qdUTZo5GR5cR2wI/gRMKStzynQbAhyUc/53Smk+YuN5aXn96Ry9BG5MKV3brSqvJ3q2HUE0qm8vv/HTADlOR7knxdHDYeW3b51znpBSeh/w71x6fRAr7zfL73q26jueIXZOSSltXabPf4H3pzgyUTGcaLQsQ4S8hxI7RMfTs1ym6wUpjqB/itgQblKm61IpegCdnHO+rkyXLctnjiBCtU+Xz32garwtxAZpr1LOr5TPPAKMyTlX5tOHy2+BCD0h1k/Q1VMKomfcBeX/DAMgYj44kQi8bizT533ETjrENPpb2TAuSezQf6T8lsuJxnIlGBxENIA/QzSiPkWsu5YklqstiQbdkkRQcBqwLjF/DSZ2oG4jjsJslXO+nQgcXkpxBGoI0Yj8S2W6pZSOyHHa7u+JeWB1YBeiofq9/O4j9g2xwwqsnXPevEy3o4keQH8qDZmzSri/bXn/COCl3o5KlR36lYn54z3EurES7vy3TEfoWzixEdGL5yCi3vYnjnT/J+d8VSkLKaX16NvO7/NEr6RUypCJbe0fU5zq9FkioJtIHGGt/KaVUwTqGwDLpuhtdHHO+dfUoQ7LOv5KIqA6lgi5lybWj1OIYGQd4og/RLB9Fj03zhcmQpVDiAb2vsQO8NHEaVcPUJbn6nZAih6U2+ec3y7Pn8o5v51S+hTRHplKHBT5L7HcjiLWyZsTPVguJg46TSS2US3EsrpSSmlbopH/6Zzzoymlf5ff1kGc7lQ5MDGZWFYrar3u6pda1s8sTM8riR4KT5Xt00iiLXF22XHeg1j/vgl8N0UvhVZiGv4L+F35yg8B5JxvTNEzck0iGB9H1FUr0VtvAtGb+7iU0hqp52vjbVzKM6U8r1v9pJQ2JOqj13YzUR+nE8voILoOKLURYckUugLg84Gc4qDEcGLncVvigNvPc86V07pXzjmvVMpwV855dHk8lq75uHtZDwL2JAKG17u9fQyxs/yTnPPlKU4Jr/QcaSv/9yIOgjwB7Ewsw7sTdb0UcHTO+R+Vr6NOB3xmRc75oMrjlNIJxLbksqrXjiEOyJ1JzKMLE9vfj5dB5qsa3b509ZBejgiaDyTq/Cc55wtL4LlxGfepxEGzJ4D35aoeLmVZby2PB5egsY24hMeTVcPtQtTFGsTBpjWJ7c925fPnl/nmVurcLpjZ/ghx8Obh8juWI04b3r2Ub7GU0uE558X6Mq7Kvk3O+e4Uvagn0tXWuCtP3ytx9TK9cinDI8TBubfKd38jlx47xMGi1Yll/PPdfuJbZXxbEOvd9VL0Nu8gDt4+Vt7fOsXB4Q4ihPs8sezdCXwOeE9K6VainfNBYtpDtFMqB/l6cjjweM75QynC/b3L66dXB0XFlWXcP5nB+AYEA6CZyDlPTimdQWyg3gK+WnaCziZ2tA8AvkGcA38Z0bj4OrFR25PYod0b3tkYtORerlmQui7w+Ax9aBCUzxxNpJn3ppT2BX6boxvlbimlE3LOlZ4OmVgYe+oB9E6YQWwAHwb+RmzopxJhUAcllc85v9xoDYwaN8Ahun/uUMZ9NNFN8srSiHtnRVLCm28SO6oVncD3U0obl+mwLXFqQ+XIekf57NjyubHAt1JK1xFHkrbOOb9YNoCLV4VSrWUeWa78pguBX5bfeAQxTScBD6WUzsg5/5Q5GB7knCuNidGlfJ8CyNEdtjJ9liKm/dlEV9ILgDdSnOY2pLxWbd0yPZcnlps3KeFmGd+KxLL1HmJ5awU+UgKhD5bpQEppA6KbdTuxsb4tpfR+YsfmbeDVlNLJxM7u+kQPps4yzOY555NS6eKc0jvXHPhYiiMFEI2XP6Su7uHvAW7KOT+SUtqTmL8eIE4LO7DMn1cBX8k5P16m0y/Kju/JRBiyGLFTvSZxKt3rZRpXdo4h1tkXEz3aBhFHj9cs791MHK3o3gutlThqU7EFEZTOdLnKOd8E3JQieN6NCH92Ia718WGigXNKitPeNiDWkX+uGsVdKaV/lsbiJ4kd+vmJ+Xe38nga8BsitL6WWKfeQiwrBxLzwLLEzlYnESDenlLag66dzQ+UuqqEhmOJsKgzpbQz0SPolvK9exGBdkeKo8ETgCNyzs/QIDusACmlSjBT6QF0ArHMPNlt0CWAT6U4nQqiob1xjh4dexA78ZX13MgyvvFEWDYkpfRrYr0x03Vjzvl+YLOU0unEvHcFMV1/VbYri5RB/0Xfdn6HENu3+Yi6gXJtLaJ796FlWhxXxtdGzN8Tcs4fTildXIbdla5T3uZ6HZZ57xNESDOYCDpbyuMniG36f4mDK58pv2MpunovvnMUtKxDdifqZ5MyrUYT672DiF6N+xKnkFCmzyDiwNDbVcWq1N8lwI+J9sjixGmUyxGnnB5LBKEXV32usr7ZgdgpOBrYIud8ZtUwk4l17VJl+MPK6y3EkeHu44LarLv6pZb1wyxMz5TSZcArqVwehFgPnVu+84rKvJjitOkWIkyYRlweoLLjtGcZZgnilLtrcpwyO6q8vhzw7W5h9i+IAyDd7cn0Oy71rJ9pzKTdnHN+nmhLXUecxl3t8ZzzIQClbg8mtqOrE3X0HLFd/hPTXxJhobI9A1iz6vH6lHVIevf1SpYgTo98vbxf6em1ErFNfJA4ODcFWLtqnC0ppe/lnK8pIdDniEBkEF1tol2Z/hqA9TzgU0vXEOHTC0QYckR5fFd5/70AKS4P0JZzroQ7RxCngF3W00hT9P7aCfhRzvnWlNKnUkofzjn/qgyyNdFTa2XitP6DKNuHFAeJf5pzfiXn/IcUvYquJALDPbp91W9K+AP1bxf0ZX/kbuKg6f/oWlY/TbSzNpuVcaW4VMJGRLBycYqD3NdVRlDas51Er58RxH7fz8vjc4n16RjKWSEpDg7/llhfLE4sl9WGp5Quy9ETe9uyb3Q4cUD8iJTSi8S6apPy+lSiLXMuEeAtRWwvv0qsWz+dp7924So55/+bwfTdjFj3QbQfNyEC5p7cRaynDIDmEe1EA2wqMUN3EhujTHSdfgTYLcXFXC8gZvxlyzD7AEukOK95BHEawpvEjv42KaUJRGo5ljgC8q1yJLUvDYLtiKMIO6Y4jeVLdHWt/wxxgdktc1zQrK91vR+xkG5FVw+gRct7w6qGa6gGRo0beNDLkaAe7ECcv/p2aeRVArJfETsv3805/zWldC+xEdyGmHbXEhvIP+WctwcoO9RbE+evr0EcNWgrG60ny+/5EdHwf4hYCZ1EBCS/JRo/PyzDXFPKN0fDg7JhOIrYgVyuvLYXsePwEyL0OJnobXA00dU3EdN+LyI8fUfO+SFifj6amN8/SNRZxXPEuf4LE0HBaUQD8kfE0c9Hy3geJK7DcygwLuf8tRLW3QbslXN+J3hKcV2mn5UwZzGigbhVvJW+nrt6SFCGO4i4NtNGVeMYXDXtViHCxh2J018qIeyKwJkppZ+WkLbSa2H/lFLl6PFEIsS9sOo7hxONlKWJRsgPiI3tcpRGRkrpc0QwU9kJrnRxr5Rph/IdNxIb4GuIU4KWzzlX946aTooQemdiPjmnfH7nnPNbKaX/lGn5UorTTj5BhJ1v0dWN9qfEOoWc8w9TnD42kmjgL0kEtZmYNytl/yYRDD1TpuXZxE7WoFLuSpfcacQ675iy/A+hqiGdu84D/2OKo14n55wPKKHbXynd+7s1NBtih7WUayvouQdQt0HXJhqhL5fh76sE8Dm6w48jtks/JHZWvkoEa7sQ13f5Z4peVzNdN5aG38+J7dGWxI7VYkSjDMrR3XLg5DJmsvOb4mje9sT8sCZdPd/uJtYhqYzvrBQ9fr5NBMOV6b440QNlgTJeqEMdppSWIdZzw4lemG8R7YVhRCD6allOKke9pxLr62pPEYE+RAA+mNixPJs4CHMjsaM8Kef8jW6ffX95v1KeSgMdop7OIsK5QUQdXUMEfd3dQVxT43ZiGvyl1NMmlSA8pbQm0ei+jpiPriFC2jai4bxSSmm9HD3varbuyjmf10N5+6TG9TMr03MiXTu8GxDTbUdiO/8G0YMRYuf43jK+t4h140+JUPb+MsyexEGfxfvwk39D7MyNrXqthVi+Tqp6rW7109d2c875eiIUvqPbKJarGtcVJVgeSmwXhhN1O6Q8rvZa1Q7wXVWPx1YN8wlgnxSnnENssyq96SouJLZTxxPXBHpvioPDG+acp1tHl+3oVKLd/3dinliDrlNpq08NqtsBn1rK0fv7EmKeO4Ao+0LEcngV0SsXon6+nnq4plBKqS2Xa8+kuPbYSUS9v4/oefNPSrs3xTVrjs5xWY0PEaeAHVTCvK8RB/6eIMLb6h7WEL1OnyfalhDbtI2q3q93u2Bm+yMfIdrElYP5r5T/WxHz3GKzMC5yzt8rbeD3lZe+QOxjUMLNNmK6r0hsL8bmnH+UUqr0Mr6U6Lk3rozvOaIt/HliX+HaMs5Lq9ufZf27BzHtP0tM91XLH8A/c5yFshwxH+1PLD/TiFMLNyaWs6dm9hu7WaCUC2L9uyCxfv5qWeb/mXOuHGB7m+n3hQcsA6C+O5mYIX7d05tl5+qjxFHuC4kUuJPYaK5H7Oh3ECsfUkq3AR/KOb9SNnKju43yCGbeILgZuDtHF8evAMeWHaEPAb/LXeceQ2yoPpPiQpzLEkfGP040Yv5SyrQisRBcWT6zFXGkbxyxQd43pfTrspP+GxqogTEHGuBtVUdxKt0kDyQaGBOqPnM4794hgzgKemdK6ful3g8gemDllNLHiJXyUZTT7wDKEYxfld9zO7EiXBP4YC4XTy7vbUEEJysRK9mriR2GSeU3tOWuHlhzOjz4DTEvvNMDiNhp2SKXC1Kn6CZ6URn/XnTtVGZi43FR1W87kTgyND+xMZvK9PPTMsQO0dXE8rAn0ZC4GPh2mT//UTX808T1aK4nlsfbqsOf4kWiG3F7mr4HUAtVG/4SbP2NWBZfrh5Bnr5X30HEdL6U2BBvVV6fmHPeK3Xd0vfjxDwylAhXTizDfjSldFMuPYXK921ChB0Qy90PiF4THynffwFx6tmBxMb1I2XYXwLb5JyvK7/hGOCMnPN5KbpR70TXkY+efJg4kvZ0zvkLKXpDnp5SqhwdWTVFLxOIHaO96Zp/nibmu8r0W4dYHv9RxpuIdWPFM+W35BIaVMb7X7quibUesR6+pxzBW67q8zsy4wssVubv99MVKqYUp1j+K+f8Lxpkh7Wvyo7FYpXwp1s5SHGa1e+I9dRHiWm6YXn7FuLo+nZ9XTeW7cuZRKPrL0QwVGl0rpZzXqbqMzPd+c1xuuYypawfoauhdzwRdnwtpfTHnPM0orH3faJe3iYCvPlL+F7dgJvrdZhzfj7FUcoOoofuPsRy21Z+71uUAzdFO3Fa3Q6VF8o6quJgItSeRvRMqEzXBeh2FD+ltBixHajuAbI4ceozOXrLPUUsdwuUMo5n+u1YxTpE3WbK+ibFNTZayvA/LCH7oyluPDA/sdxDTMN1yu/+eXmtZuuu2VHL+pnF6TmEOCUMoi2VifXcmXn6u+HsStc1rt4gjtwfT/SQaS3f+8OyHa6u595+7yMpetmeUPVyJzAqT99LrK7105d2c4oL3C5b/rp//phuYWilbfEpom27ABFmL1H9sRkUqQUg5/xjSlu9fM/RxDbwmu4fKKF8xXLEqeTvJ9Z3x+acryAO/i5GzHedxDy4AhEsfYG42P4VOeefUMcDPrWU4sDan4i27m1EO+5B4no4U4FPpJQuzjnfUgLrSg+q5eg6BWwyXduXt4kDA4eVNsKXgZFl/+dgoo1Q3fZbpGxTVieWrVE55+tTSh9JKX08d53a08b0p6O98xOqHte7XTCz/ZEliYMotxOB1L7ld61S3psyC+OqVllHVe6qRp7+OrRPpDiod1CKGw3tR+yXLE90Xng1Rc+eK1L0Ut2PmI6HEm2Bn6c4SPt6jouq70HMr/fnnM8pAeKZdJ2ydkH5vyJx8HdVYvu4Qfneyv75H7v9jrdTSsNznM7Wkwl0BcXzV02Hnk4BW4npLykxYBkA9d0RxEK0BDHduk+7z9C14ZxIdAU8mOip8XZ1sp2i22FrzvkVeteXBkEmTg1YD1gi53xz+ew6xExavaJZi1hx3p56PwWsgziSV9mZnVz+JhIN0UmV9xqtgTEHGuCfzKULYZq+m+RQyh1vUpwOND73cMvIEuydROzwTiSOfBya4sr104iNxGBiQzckd52qVwniWnPOr6b07rZKzvlvJbw7iQgZFid26hYmNoLPVQ1ej/DgEaLb5kXlt04lAqt2oj66/69ozTmf2sP4SCmNLcHJq8RGYB9ig7c/EQRlYqPy+5TSsTnn35aP3lWmy5pEYLpJSul3wKk553vL78/0fLrLOw30FF1Yv0Y05n9I9DrqqZzDiduI/r08vyvnvGt53JJS+mSOa6AMInpP7EyEft8lgo524tofvyiB2n+IOx9U7m6XiSPNlR4aQ8u4lyMa0A8S89UKRAAzBNg1pXQsUa87ET2xIHrBfI4ZBEC59I4p6yyIdeDhOeex5fXLqqbdHXTV911let1DubMbEQ5/i64j2YsQPRu2LL/54DT9bcNvIcKLL5ZxLU4cmekoQd/z3Yr7RWLe2KCUbRlgcO667WdrSmldYl4cQzQMLyU2+KPLMA2xw0pc+6vS86z6FLBW4ghyxVfoCuwr8jsP4tpomxCB6aNEnZ9ATIOTc8+3ZJ3hujHHRYXbid9eva7/EtOb6c5vWafsTqyfbyGW77WIdezxxLZvWIqeQvsS3dtXJ64D9QCxfYXY0as07uZ6HaZYUS9LHLBZhNih3QAYnnP+RdUwlZ2CTFwo9saq0cxXhluY2LF5vIQvXy9Be2WHebeq712B2Lk7v9R1C9Eo3h2oXDfh48R0f4rYCV2MCBGO6uGnTCNOqWun686KE4n1TFtV+c4j1lfHAwuUBv5w4vSnA8twi1PDdVeehesodlfj+pmV6fliznm3Mu7KPPVCjtONDyd6Kj9eyrUpscP8PSL8g2g/XJhS2rccEOgpvGitfpKiJ2RnjpuJTDdgznlSih4RrcQyU+/6mWm7OUXPnh8RB2q2LtPkBiJUeW8P42zLOe9Q2rajiG119fXRlkxdvX3WStP3/JlRODRTOedLUpxW/ByxPbyqvP5E2dF9vJT5ZWLHdjzRK2X/qn2Eeh7wqZkcpylukeJmA3sS2+4PEMH934jTlMeXYTso13hLvZwClnN+PaW0DXH3rt8SYctpRA/S3YE9ctyYYg/i2jDPEqf2rE+sMyvbsCOJdvdSxHbm58Q0rpwyloh123TzDPVtF8xsf2Sb8ju/Vn5DJoL818pv75iFcVUblVLq3luquz2I9diHiP3kc4n5+zVgv9x1M6LzifbWykSb/TNED9LxlPZ0zvnnpVwfLp/JxDK8UvUX5pzvSHFx+M2JsOcfZX13fynPKd3K+AfioOPlvfyGu4k24HXEOuZaum7C0d3e9NIRZKAxAOqbFqKx/HpKaZOyoftgSmkleOcIwBo5bgG9FLGzWTkf9RAiYf1tjls8Lk8c5ag+wtqWqro/lvH1qUFQNo7XEtc4uYjYKCbiwpq/zDk/WxofmxOJLOX9yoauja6r2P+37DTtTCx4lVPANij/f5tzfqwRGxi1bOCV31F9/ug7PUFy3EXh7+XxRKKrcEUbVd0r8/QXZZ1CrJSGE71C2st0eJ04UlT5HcOJI08nV322tbx3DtGT7K/EtN2dWMkuQCTuCxL1PKg0asYzZ8ODr6W4eFxlJ7CtjPPA8vxmYv7dm64eP+/6X5aZc4gLv42lZxuU8S9NbEA+VpbHG8r3PFyOUGxF3LGqpXx3K7FS/0ilsVF2iE9MKe2X405DlWvWZOLoyYIpLsQ+iGhMbkucu74fERa8VtlQ9WAHpj/6sHBK6Ra6Lm5b6fE1klhHvErc8eivKXp2DSvL9Y5E/X2KCIM+TMzTk4id9xOIeejGstx/h7jbyWMpTh9cCvhBjrtqHZZSWq0sP+/s1JfAuBIa96o0ABavmkbfTim9Xp6vwfQX13uZuC38YUSAXX1K1hmVdSYxT9xGBN2nE/PysnT1fGghgqSXiPXRx8rv/37O+ekUp9xBWS7LPLo0ERi9h9iY70M05E4nlr19iB5C++ToMfMypcdJSmloI+2w5nI9hPJ9R1NOAaseJnXdSe6E8jwRDaU3u43rzRRdr4cTveceLNNjlZTSs7nrzjB9WjdWDfNgt++a2m2Yvuz8fi+XI/gpepSML3+7lOX5l8S8sBQRdLxAzLO3EqHpJ8t4lwIm1LEODyR67J5F9Pa8nNgOtZRxLUvXRbYHE+uWB7qFbJWePXvRdSr3IOC0slMEsa7/cxl+sTJdT8pxG+3KnRK/RQRqx5fPXEOEFL8kdmCeIno5/qtMh8p1Gr5M9Ep8i67TMinTrYW46+TixE7tL3LOfy7T+IAUodCvmX59sie1XXfNjgOpXf30aXoWg8r/o4gd0v8QR733J3oPbEvscPyOOOXhy8Q25nFi5/V44uDfMuW1IdXjL+2131PVW4Wow0NT3LUHqtb5KU7Zbiu/v4M61k9f280zGU0u42olDoKtSFcP+f+U37gFcGmKA21TgBE558pFZ+8lLpxeaXt/NqX0Ro7rJ1YbVPmunn4KXduhhYmAZRhx+uTU8vpgYjv0SWJbthXRnvgB0YP6thQ9nR6njgd8+irFNdk+SNfBn6WJ+qrs1wwmeox+g2j3/JbY4R9afvvFwJdT9PhuJ66N2v20qcp3VfZRFiOu5fJiit4cr6WU3l/myeWAxVMERLcCf85xGnIrMCTH9fAqbfjXynjXJ6bhzcR0W5vYPu5EnGo8NcXB9eepc7tgZvsj5XdfSdfdP39E1PcHiNOpVk4p3ZBzvrsv+zbFMOLg3NF0U6ZlC9Fe3pnYVz2BCHL2Ier3bOL6kYcR69eXcs4XlXXWxUSb7/PEum1x4Pmy/7M10x+Q3Z04gFQpb8WFxDrrBOCZ0rZcm2iHbEQ5/az4PbGuq7TNT6napl5GtGF/klK6k1gGf8n0nRsqv3s1YNmc88Pd3xuQcs7+zeSPWJAWJi5Sd2V5bRhxgaxDiIVk5x4+txpxqsHy5flgYkb8ULfhHiN2/CrPP0o0GMYR6fZJRBr5MNEDaSNg2zLsYkTqu1v5vkHl9T2J9BXiCPyFVePfj9gBG0msrLbtoezvJ47er9nDewcTientvfzdRazsDyVOPfhw+Y2fL+N8P9EoeZRoQLUQd82C2KG8CFi6ejr2oY4OIhpLiWjs3Vim/QPl/wtlmA3K+AcTt9quHscNvYz7FOK21zP6/kOI7qeb9fDe6cTOzn1let9bpsODpY4fJ1aWyxI9Ij5R9dkliQuq3lHeW7S8vhZwYLfv+RXR46HyfK5N/xlMl2FEz57e3m+lzPvVZW+UP6LxMKuf6fX39rMMbWU6DiI2lot0e2/BOTwNfk+EVBDnWY+ueu8yInS8iGjMV39u6TKvf7rqtbWJxtWHiIbRP4gG2N+JBtPSZbjziJ2aXYgdg2+X4W4sy8LOZbiViR3Sy4H1y2sLE8Hs/kRwsW75DSsSPWb+TIRTt5XyPUusM+q+vPQy/Y8n7qZW/dqiRNBY/b0HEb1oRncb9o/EQYKvEr1DFyq/92Ji/bNtGW4D+rhuJLaJY0t9VP6e7zbMn8v/o4kdnU2Ja5mNJY56L1s17HHE9m39buO8ETi0h2lyHLEjP6jMFz8ur9elDokdmF7fm9H7MxnvMGawXgTSnFz2Z7GsC/fwWl3XXXO6fmbh+2daT9XTgliHbTEXpkvd6oe+t5svItqUY7v93QVcVIY5gjhotiNxgPUGYl14J7FteY64BXj377q4fNeNxDVyHu++7BPbnn8A7+nld6xFXFi4+rU9iDbfmPJ8H+Dj5fEXgPXK41vL/w2IQKEht0GzUcdDy3RYk+il8kz5LS2lzB8nenjcwrvX+5W/24jt/MbAnmW8v6HrZg+PEb1D55tJWe7t5fXDiB5nB1XNS/eXcu/WaHVCD/sjxP7i+4nt+yVEeHE7ccr0TqXsn+7LuKre+1qZj//cQ53cTLQndiNCLUodLEMEfndUzddrVY3zY0Tba7XyPJXPjSN6xi1AHBT9fHn/cqI3bOXzt5T/ixDtvjOIA1ublnlhFHEw/G4iLKz+PcsB+87mtD+MubTNmht/qfwozQElJR2cu67HMqufXzDnPKE8XpgIY/7Wz3ENzr3cfWxOKun9ICLRXYLo1ju+6r35Kr9xNr+n+tSRd70H05/S06hSSvPlcnSqRuObK9Nf6klKqfudiWbls5W7r801Li+115d6THER6ol9XffNZH1vHUoDVPd2c4oe51NntA5J775rV92luKba1FwuYjwLn2uq9VdKaVCOswVaidNFX693maqllIYRl8SY2fw1IOqkVu2mOdH+quV+aJr+AuGJql5k9Wg7DkQGQJIkSZIkSU2uZeaDSJIkSZIkaSAzAJIkSZIkSWpyBkCSJEmSJElNzgBIkiRJkiSpyRkASZIkSZIkNbn/B7a9O0RLxhTFAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#df_1.sort_values(\"近1年\", ascending=False)[:10]\n",
    "\n",
    "df_1.sort_values(\"近1年\", ascending=False)[:10]\n",
    "fig = plt.figure(figsize=(20,8))\n",
    "#print(df_1.sort_values(\"近1年\", ascending=False)[:10]['基金名称'])\n",
    "plt.bar(df_1.sort_values(\"近1年\", ascending=False)[:10]['基金名称'], df_1.sort_values(\"近1年\", ascending=False)[:10]['近1年'])\n",
    "#plt.figure(figsize=(100,100))\n",
    "\n",
    "plt.plot(df_1.sort_values(\"近1年\", ascending=False)[:10]['基金名称'], df_1.sort_values(\"近1年\", ascending=False)[:10]['近1年'],c=\"red\")\n",
    "\n",
    "plt.grid()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e4f21f30",
   "metadata": {},
   "source": [
    "收益排名前十的基金，搞了上个季度的TOP10，这个排名轮动的还挺快的，所以可以看出大A的板块轮动挺重的，跟币圈都五五开了，哈哈哈"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "16bd149a-7de8-437d-9bd0-29d05da73321",
   "metadata": {},
   "source": [
    "#### 近一年收益率成立时间分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "c6781148-8086-4d20-9573-0500d3fbc539",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#order_yield = df_1.sort_values(\"近1年\", ascending=False)\n",
    "#order_yield = order_yield.drop(order_yield[order_yield[\"成立日期\"] == \"--\"].index)  # 清除没有数据的行\n",
    "#order_yield[:50][\"成立日期\"].to_frame().groupby(\"成立日期\").size().plot(kind=\"bar\", figsize=(20, 12))\n",
    "#order_yield[50:100][\"成立日期\"].to_frame().groupby(\"成立日期\").size().plot(kind=\"bar\", figsize=(20, 12))\n",
    "#order_df = order_yield[:100][\"成立日期\"]\n",
    "#order_df.loc[\"2021-12-15\" > order_df[\"成立日期\"] >= \"2021-12-01\"].groupby(\"成立日期\").size().plot(kind=\"bar\", figsize=(20, 12))\n",
    "#plt.show()\n",
    "#order_yield = df_1.sort_values(\"近1年\", ascending=False)\n",
    "#order_yield = order_yield.drop(order_yield[order_yield[\"成立日期\"] == \"--\"].index)  # 清除没有数据的行\n",
    "# order_yield[:100][\"成立日期\"].to_frame().groupby(\"成立日期\").size().plot(kind=\"bar\", figsize=(20, 12))\n",
    "#o = order_yield[:50][\"成立日期\"].to_frame().groupby(\"成立日期\").size()\n",
    "#fig = plt.figure(figsize=(32,12)) \n",
    "#plt.scatter(x=o.index, y=o.values)\n",
    "#plt.show()\n",
    "order_yield = df_1.sort_values(\"近1年\", ascending=False)\n",
    "order_yield = order_yield.drop(order_yield[order_yield[\"成立日期\"] == \"--\"].index)  # 清除没有数据的行\n",
    "\n",
    "# order_yield[:100][\"成立日期\"].to_frame().groupby(\"成立日期\").size().plot(kind=\"bar\", figsize=(20, 12))\n",
    "o = order_yield[:100][\"成立日期\"].to_frame()\n",
    "o['year'] = pd.to_datetime(o['成立日期']).dt.year\n",
    "c = o[\"year\"].groupby(pd.cut(o[\"year\"], range(2009, 2022))).count()\n",
    "#c\n",
    "fig = plt.figure(figsize=(20,8)) \n",
    "plt.scatter(x=c.index.astype(str), y=c.values,alpha=0.5,s=c.values*100,)\n",
    "plt.show()\n",
    "order_yield = df_1.sort_values(\"近1年\")\n",
    "order_yield = order_yield.drop(order_yield[order_yield[\"成立日期\"] == \"--\"].index)  # 清除没有数据的行\n",
    "\n",
    "o = order_yield[-100:][[\"成立日期\", \"近1年\"]]#.to_frame()\n",
    "o[\"成立日期\"] = pd.to_datetime(o[\"成立日期\"])\n",
    "fig = plt.figure(figsize=(20,8)) \n",
    "plt.scatter(x=o[\"成立日期\"], y=o[\"近1年\"],alpha=0.5)\n",
    "plt.xticks(pd.date_range(start='20100601',end='20211201', freq='320D'), rotation=30)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c62a005",
   "metadata": {},
   "source": [
    "通过这两张图可以看出，赚钱的基金主要集中在14年10月到15年9月，17年7月到19年3月，20年1月到6月，这么看，看起来新基和老基都可以胡乱买，但新基金的缺点就是数据太少，可能没老基稳定"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3e619a7-e1cd-48e5-801e-c5663c0d904d",
   "metadata": {},
   "source": [
    "#### 近一年收益前100中同一基金经理管理几支基金"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "c76d3ac0-9115-4a7c-a2f8-8f7dc4be28f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1584x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#df_1.sort_values(\"近1年\", ascending=False)[:10]\n",
    "\n",
    "#df_1.sort_values(\"近1年\", ascending=False)[:10]\n",
    "\n",
    "#fig = plt.figure(figsize=(20,8)) \n",
    "\n",
    "#print(df_1.sort_values(\"近1年\", ascending=False)[:10]['基金名称'])\n",
    "#plt.bar(df_1.sort_values(\"近1年\", ascending=False)[:10]['基金名称'], df_1.sort_values(\"近1年\", ascending=False)[:10]['近1年'])\n",
    "#plt.figure(figsize=(100,100))\n",
    "\n",
    "#plt.show()\n",
    "order_yield = df_1.sort_values(\"近1年\", ascending=False)\n",
    "order_yield = order_yield.drop(order_yield[order_yield[\"基金经理\"] == \"--\"].index)  # 清除没有数据的行\n",
    "#order_yield[:12][\"基金经理\"].value_counts()\n",
    "#plt.bar(order_yield[:12].groupby(\"基金经理\"),order_yield[:12].groupby(\"基金经理\").size())\n",
    "order_yield = df_1.sort_values(\"近1年\", ascending=False)\n",
    "order_yield = order_yield.drop(order_yield[order_yield[\"基金经理\"] == \"--\"].index)  # 清除没有数据的行\n",
    "size = order_yield[:100].groupby(\"基金经理\").size()\n",
    "revenue_df = order_yield[:100].groupby(\"基金经理\").mean()\n",
    "\n",
    "# 横纵轴数据，数据格式是list\n",
    "x_data = revenue_df.index\n",
    "y_data = size\n",
    "y_data2 = revenue_df[\"近1年\"]\n",
    "fig = plt.figure(figsize=(22, 10))\n",
    "ax1 = fig.add_subplot(111)\n",
    "\n",
    "# 绘制折线图\n",
    "ax1.bar(x_data, y_data)\n",
    "ax1.set_ylim([0,6])\n",
    "\n",
    "ax1.tick_params(axis='x', rotation=90)\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(x_data, y_data2, c=\"red\")\n",
    "for x, y in zip(x_data, y_data2):\n",
    "    ax2.annotate(y, (x, y))\n",
    "\n",
    "# y轴文字叙述\n",
    "ax2.set_ylabel('近1年平均收益率')\n",
    "ax1.set_ylabel('持有基金个数')\n",
    "plt.show()\n",
    "#plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a33ee417",
   "metadata": {},
   "source": [
    "崔宸龙，崔雷，曹春林，范庭芳，谢东旭，陶灿等人看起来不错，我记得崔宸龙有只混合型基金今年表现也不错，这些人都可以多多关注"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1107a0ae",
   "metadata": {},
   "source": [
    "**基金经理从业时间及基金资产总规模和基金最佳回报关系**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "f80997fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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KQ0PDht/l4yZPlsxCoRBdXV3YbDauXr0KxNNnm/P/Pp8Pl8ulaXjJ3XAsFsvLYGg+sBdVq7d7TYmt0oBmeS2VqcPh8B3EkwwkseUDsVhsy0g7kXh099HUoRNNjpCYKst0/iQWi3Hz5k1WV1e5dOkSDocji1eaPJJ5HW63m+7ubg4ePEhzczMQv/7NSBSPlBpea2truFwu1tbW6Ovr06Kdu2mifSvstQUn2QhjK8trOcMzOTmJqqpaG/VOttf5SJ1JJNtKDdu7j8rnmM1m3YtnHTrRZBlbzcak634J4PP56OzspLq6mitXrhR06GyniEa2WE9PT3Pu3LmUu98MBgMVFRVUVFQQDAapra1FURRcLhfj4+MAWn0nm66UucZeTAGmG6WZTCZqamo0/6PE4dHR0VEURdkwPJory+udIFUIUsFWxJNoAge6++jd8W29S7CdjEyqpmQSMzMzDA4Ocvz4cW2yu5DYjmgikQjd3d0YDAauXr2aFRKQu2G5KMn6jnSltFqtGvGkYg6mI3Nkq2ay3fDo0tISQ0NDWvOIqqpEo9G8bC5isVjWWqkldPdRnWiyhp1mY1Ilmmg0Sn9/P4FAgCtXriSdy5ZEkKsbdiuiWV1dpaurK2vCndudZ/NgoZzvmJiYwOPxaG22VVVVlJSUFNWXNh/XUmipm2wg8TMGNOfRWCzGM888o20upPNoupbXOyGdiGY37EQ8kUiET33qUxw/fpx3vetdWT1vMUEnmgyxm8WyfCxZrxCPx0NnZycNDQ2cPHkypS+0JLRcfAFhIwEketycPn2aioqKrJ5nt98nzneoqorX68XlcnHr1i0CgYCW96+qqkqaqHOBfCop5Itc89UFZrfbsVqtjI2Nce3aNW1zMT09rQ2PSuIpKyvLyjVlI6LZDZuJZ3V19a6uQSYDnWgyQLKzMUajUcvVbgchBFNTU4yOjnLixAlNfTcV5LrFWR5f2kGHw+GMPW62Qyqvw2AwUF5eTnl5uebRInP/09PTxGIxbUGSnib5RL4immKWukkXie3Gm4dHpR3C+Pj4hqg2k+HR7brOcgmfz0dpaWlez5lv6ESTBqT8RrIyMrulzqLRKD09PUSj0YwW7nRrQclCURQCgQBPPfVU2nbQyZ4nExiNxg1S+bLo7HK5GB4exmQyUVpaqtXTcrmw7MWIphi6wBK7FltaWrSo1u12Mzw8jM/n08zSKisrk06n5nNmR8Lv9+tEo2Mj0pGR2YkAZI2jubmZAwcOZLRYpDJQmQ7W1taYn5/n3LlzKUVc6URa2VygNxedA4EAs7OzLC8v89RTT2kpmK0GR7OBvRbR5HOuJdmFPzGqbW1t1drl3W63lk51Op0bnEe3eg2FIBqfz0dJSUlez5lv6ESTAtKVkdmKaIQQjI+PMzExkbUaR678YlRVpb+/H7fbTVNTU9ppvVw8Nx3Y7Xbq6urweDycPn1a2wmPjIzg8/m0wdGqqqptF6RksRcjmmIkms1IbJdva2vbMDwq075bDY/qqbPcQCeaJJCJxTLcSTThcJienh4UReHatWtZqxnkInXm9/vp7OykqqqKgwcP4vf7s3r87ZBP98uysjLKysq0wdHNC5JcjKqqqorakfKFlDpLFckMj1ZUVBCJRCgvL8/4fKlApvn2MnSi2QWyDTEajabd624wGLTpeDk5f+DAAVpaWrKutptNollYWKC/v59jx45RV1fHzMzMnrIJ2Oq1JMqoHDx4kGg0itvt1orOgKZWkMzgaL4ijb3eDJBtbB4ejUQiuN1uxsbGWFtbY25uLm/Do3pE8wKHqqqEw2FtB5ful0sqAwwPDzM7O8vZs2dzsmvKVuosUR06UfImX340UDwT9SaTaYMVcigUwuVybRgclcRTyMHRfGrDFULkMtcwm83U1dWxsrKifZZut5vl5eUNw6PSAC5bw6Oye06v0bwAkcxsTCqQu2KTyZS1yfmtkI3UWTAYpLOzk9LS0g3q0JBf47NiIZrNsFqtNDY20tjYqA2OulyuDYOjknjk4pGv3b8e0WQOOUez1fDoysoK8/Pz3Lx5E4vFsoF4MqnrqKp610gqpYu9/erSQDYtlgGWlpbo6enBYrHkrB1YItMFenl5mZ6eHtrb29m3b1/Wj7/XkDjbIVtsPR7PhsFRq9WK2WwmGAzmdHD0hdbenO/zSeVxucGQqgUzMzOa5UWiakEq11xMKha5gk40CcimxbKqqgwNDbG4uMjJkycZGhrK+Q2VbkQjhGBkZITZ2VkuXLiwbb5Yj2h2RqI/i+x0Gh4eZm1tja6uLk2tWAqDZjPvn+8oI1878EJENLtFJ4qi4HA4cDgcNDU1bRgelZFtSUnJBtWC7T6bcDi856MZ0IkGyL7FcmL66erVq0Sj0bzk0NNpBgiHw3R1dWE2m3dN692tBFAoGI1GSkpKMJvNtLW1EQ6HN4hGms3mDcKgmaRf9Pbmwp1v8/CoEEJzHpUt89sNj8pGgL0e1bzgiSabFstwu1PryJEjmtFZPmyWIfVmgJWVFbq6upLugMu18oDEXiU0i8VCfX099fX1G9IvidpdsgU31cVHT51lB9mYo1EU5Y7h0c0pVafTSVdXF/X19Un7S3m9Xn7hF36BYDCIy+XiT/7kTzh+/DhvectbePTRRx8HHhFCfGz9Gt4E/D6wBnxECPGUEr9B/g44DkwA7xBCBDN6sUniBUs0mc7GbIaqqty8eZOVlZU7zMnytUAnex45LDo5OcmZM2dwOp1Jn2MvEkAusR0BbJV+kcKgUkIlmUn23c6TC+zlZoBcnG+rlOra2hr/+q//yp/92Z8xOTnJO97xDu677z7uu+8+WltbtzzOl770JR544AEeeOABHnnkEf7wD/+Q6upq3v3ud/OTn/zkxYqi/IOiKNeAYeD/ABcAFXgIuAJ8EDAKIa4oivJe4DeAT2X1xW6DFyTRyNmYGzdu0NramvFUvhxqrKio2NKcLJ+RwG7nkbpqqqpy9erVlOoEuVIe2Iy9GtHshMTB0dbWVm0xcrlc9PX1EYlEqKio0DraNg+O7tXFP5/RE+TGJmAzjEYjlZWVfPKTn+RNb3oTn/70p/mFX/gFfvjDH/K5z32Ohx56aEv/qV/5lV/R/j03N8e+ffv4zne+w4MPPigf/jbwSqAeeFQIsQSgKMqyoij7gZ8B/iLhuf+KTjS5QWKqTP6cCWZnZ7l165Y21LgV8rUA7EYE0oKgqakpLV21fDYD7CWk83rkYlRZWQnEBwqlMOjo6Kg2WCobC/ZqRBOLxfJaLM+HTUAivF4vFRUVvOY1r+E1r3lNUn/jcrn4oz/6I775zW/ywx/+ELvdLn+1AuwDRomnxjY/XpbwuHwsL3jBEM12Fstb+dkng1gsxsDAAF6vl8uXLyd+2NueP9fYKaKZmppiZGSEkydPajIc6Rz/hTawmSmy9TrMZvOGwdFgMIjb7WZubo6bN29iMpkQQrC6upo1b5btsBcHNiXyHUGlOqwZiUR44IEH+P3f/33a29s3k7AJUIjXZUp2eVw+lhe8IIhmu9mYRGmYVOD1euns7KSuro5Lly4VjY3wVhFNLBajr69Pc+vMxGBJj2jSQy5ej81m2zA4OjMzw8zMDGNjY3i9Xq3LqaqqCofDkdVr2KvRUyGQCtHEYjF+8Rd/kVe/+tX83M/9HADHjx/n+vXrXLhwAeDFxKOZZ4DfXy/+G4jXZ8aAJ4H7gI6E5+YFe55odpqNkdIwyUIIwfT0NCMjIymbk8lFOpdfms21IJ/PR2dnJ7W1tSm7dW4FPaJJHfkiZpvNRmlpKceOHdvQ5TQwMEAoFNrgOJqpm2O+25vzpaZciHvO6/UmrXP2d3/3d3zrW99iZmaGr33ta9TV1fGRj3yEd77znfT19f1P4AHgmhBiVlGUZ4F/I77GP7X+2IPATxRFqQPeAvx6bl7VndizRJPMbEwqqTPpKhkKhdKKDHJtswwbU2cypXL8+PEtC4vpHl+PaFJHvkU1N3c5bVYqFkJscBxNtQayV9ubCxE9pSKo+b73vY/3ve99dzz+rW99i8OHD3cBfyqEmAUQQrxfUZRXAg7ihX+EEAvrXWmvAf5JCNGVpZexK/Yk0aRisZwM0cjJ7n379qUtI5MPojEYDESjUfr7+1ldXU2qdpQKcm2sloi9FNEUWr15s1JxOBzG5XKxtLTE4OAgFotF62ZzOp27Lux7eTg03140fr9/2yaiZHHo0CGEEP+4+XEhxMNbPOYG/jmjE6aBPUU0qc7G7FajEUIwMTHB+Pg4p06d0jqA0oE8Vy7lxqPRKJOTkzQ0NHD58uWs7wT3mgTNXiEziWQXZIvFoglGJg6OTk1N0dfXR0lJiUY8Ww2O7tVmgHx3nMELw10T9hDRyNmYWCyW9PCl0WgkHA5v+btIJEJPTw9CCK5evZqx4VWq9aBUsbi4yNjYGBUVFRw7diwn58jXHA3kngT2WjE73fNsNTgq6ztDQ0P4/X6cTqdGPHa7fc/O7BQionkheNHAHiGadGVktkudSWmW/fv309rampUvVa6GNoUQDA0NsbCwwMGDBwkGc6cokW6k4XK5mJqa0gYOd1MxfiEObGaKbN1bifIpBw4c2GCBPD09TTQaJRaL4Xa7MZvNOXcc3esRTSrNAHcz7mqi2Wo2JhVS2Lz4CyEYGxtjamoqZWmWVM+VDYRCIbq6urDZbFy9epXFxcWcWi2nSgBCCEZHR5mZmaG1tRWPx8PU1BRCCE3Tq6KiIu+7yHzjbvajSbRAPnToEJFIhOeee47V1VWmpqYwGAwbHEez/Vnu9YgmEAjoRFPMSCdVthmJEY1UMTaZTFy7di3r08jZJhppCX3w4EGam5u1c+QyEkiFaKLRKN3d3QBcuXIFVVWpr68H4gTpdrs1EymbzUZVVRXV1dVaTWCvRDT5TDXmg9DMZjNGo5H29nYsFotW35mbm2NgYAC73a4RTzYGR18IEY1eoylSZMs3RhLN8vIyvb29tLW10dzcnJMvbLaIRkZd09PTnDt3jrKysqyfYzskSwBer5cbN25oUjfAhlpYonuh9PJIFJO0WCxYrVZCoVDGMx8vFBRqiFIagu3bt2/DZ5k4OCqJJ53B0b3aeCCh12iKENm2WFYUhbW1Nfr7++9YtLONdFUIEhGJROju7kZRlC29Y3LdfpwM0cj5nZMnT2oDrTv9TaKXx/79+4nFYoyMjLC6ukpnZ+ddn2Yr9maAbJ5r82epqqomDJo4OCqJJ5lNRL4jmkK0N+dy3SkW3DVEk23fmGAwSH9/P7FYjBe/+MV5UWzNhARWV1fp6uqipaVl2waFfKTOtnsNqqoyODiIy+XKaH7HaDRSWlqK0Wjk4MGDSaXZdBSnerPBYKCiokJTR5eDoy6Xi/HxcYANwqBbpav1iKbwUBSlGYgIIebXVQWCQoi1hN//vBDiX3c6RtETjRBCI5lsWCxDvBW4r6+P1tZW5ubm8rKLycRmeXJykrGxMU6fPr2jpUGhUmfhcJjOzk7sdjuXL1/Oyvspz7Ndmk223sodcjakVXKBF1JEsxs2D47KTcTCwgK3bt3CarVucByV9/NejWjk/Zys8VkhoCiKGfhfwLOKonQBHwJ6FEX5N+Am8G7gDcQtB7ZFURNNti2W5a57eXmZixcvYjabmZ6eztLV7ox0SEDK3oTD4aRmeXJdRN9qcZEprsSmhFycRz6+Oc22urqKy+XSpFXu5jRbJsi3fEo2zrV5E+H3+zWZnLW1NUpLS4lGo9pQY65fXyG6zoQQxX6flgOXgH8BPgn4gU7grwEfYAH+y24HKVqiyXaqTJqTOZ1Orl69qsm15EtSJVWikQX1xsbGpGVv8mWwJjE5Ocno6GjWW8EhuW6txNZbiO+QXS6Xlmaz2+1UVlYWPM2Wr4imWFTE04GiKJSUlFBSUkJzczOqquL1euno6GBwcFCLXhMdR7ONfHvf3CXK1DagSwjxLUVRThJXfX4G+BFwL3Ffm11vvKIjmmxbLMPtAvU999yjtdhCaqKamSIVEpiZmWFwcHBDQT0Z5EuLTFVVzXogG6oJm5Hu5221WjdI5++UZssX9lp7c75gMBgoLy/HZDJx7ty5DdHr9PQ0sVhsgzBoNqSd8l2jCYfDWCyWYv/cnMB5RVHagMeAXwP+EvicEOK/K4ryJuBvgJ/b6SBFRTTSuEn26mf6AcRiMW7evMna2tqWBep8fsDJEI2qqvT39+P1erly5cquE/RbnSPXC5sQgqeffpqqqiqOHz+esy9mpq9jtzRbLBZDVVWWl5f3RJptrxENbLwHNkevkUgEt9uttcWbTCatvuN0OtP6PPNdo7lLZmj8xL1s/gfQAMwRN1D7sKIovwmUAkO7HaRoiEZVVcLhMDdu3ODMmTMZF8ikF0t1dfWOApP52nEaDAYtStsKMrVXVVWVtplarlNny8vLhMNhjh8/TkNDQ87Ok+sJd4gPvN68eVMbNHQ4HDlJs+21ZoB8DtLuFGGYzWbq6uo05WM5ODozM0N/f7/2eVZVVVFWVpbUe5PviKbY5WcURVGEEGPAvYqinF5/2AAEhBA3159TQhI8UnCi2TwbYzKZMl4sZeopWS+WfHxJd5qjWVhYoL+/n2PHjmUkGZ6r1FnikKjZbM4pySSeM5eQQ6EnTpzIeTfbXiOaYmujhjsHR71eL263m5GREXw+H+Xl5Rrx2O32LV9DviMav99f7BFNm6Ioryde9D8GLBHnjCZFUf4HUAYsCiHmdztQQYlmK4tlo9GokU6qkF4s0rY4mdSTnG8pxBxNYhfcpUuXMo7icpE6S5SSuXr1Ko8++mjOF5t8S9Dkspttr6hdJ54nn0Zk6ZxLURTKysooKyvTBkelMKjs4pS1naqqKq3GmO+I5i6wCLAST5cpwFGglnjN5jhgBozAQUVRHhFC/P5OByoY0WwnI2MymdIq0Hs8Hjo7O2loaEjJtlhGGrkmms1prWAwSGdnJ6WlpVy5ciUr58926kx2vu3bt4+2tjbtc9qL9YBEbNfNlphmk78vpqHRfFxHPo3IsqU9ZjAYNGI5ePAg0WgUt9uN2+3WBkerqqoIBAIZnysVFHvqTAjRD/x3RVGMwM8AHUAF8E7gs+v20G8ATux2rLwTzW6zMal2ggkhmJqaYnR0lJMnT6bcUZRrnxiJRBJYXl6mp6eH9vZ29u3bl7VzZDMSmJ+fZ2Bg4I7Ot3w0HBSbqGYq3Wxbpdn2UntzvgdDc/GaTCYTtbW1Wlo9sS2+p6dngzCoHBzNBYo9olEUxSCEUIUQMUVRrgNu4s0BPyQ+P4MQ4puKonxrt2PllWi2SpVtRiqps0gkQm9vL7FYLO0223y1OMvIaXh4mNnZWS5cuJD13Uw2FmghBLdu3dpWSibdcxTLrj9TbJVmW1lZ0QYNN6fZ9lrqbC9KwsiNxPT0NCdOnEBVVdxuNxMTE3g8HkpLSzXiyebgaLETjRBCVRSlgXj6zEd8piYIPAnEFEUxCSGiIombL+9Es9sAZrILv9T+am5u5sCBAxkrOOcaUiUa2FIQM1vI5EuQjJRMPqKNfEU02TiH0Wikurpai/o2p9kg/tnbbLacptle6M0A2Tqf0WjEbrdvGByVjqO3bt0iEAhog6PJmPjthGJOncloBvgF4KeBHuI1GwPx2owaf5pSA/ytEOL7Ox0vr0RjMBh2vXF2q9EIIRgfH2dycpJTp07tqP2V7DXlOnW2srJCX18fFouF06dP5/SLmu7iKaVk2traaGlp2fZ56ZKA/JtkXns+FrJcnWNzmq2npwdFUXKuzZYvAsh3RJPPSHirpiCDwYDT6cTpdNLW1rYhgp2amkJV1Q3CoKkMjt4NgprAYeAR4B8AqTFlBhaBPwLGgSd2O0jB25s3w2g0bjtvEg6H6e7uxmAwcPXq1axMA+cyohFCMDExwcTEBPfccw+Tk5NFmUKamppiZGRkV9FOuLuijUJDURTMZrMmJCkXqVxos+kRTeZIpvlgcwQbDodxu90sLy8zNDSEyWTS0my7DY76/X4aGxuz+hpyAAtxyZl24AwwC1iEEM8oirIAPCGE8O52kLwTzW4LldFo3LL7QzpKHjhwgJaWlqzd7Lkimmg0Sk9PD6qqcvXqVU23LR9IdjGQUjJ+vz/pGle+Umd7BYmfxW5ptky62fJJNHutRpOIVN9Di8VCfX29Jm0VCARwuVwbBkcTHUcTj3+XRDRlxOdnfg9wEI9uflVRlBvE256T8o4vyogmceEXQjAyMsLs7Cxnz56lvLw8q+fLRepMtlpLh0lFUTTJk1xDdoXt9oUJBALcuHGDqqoqLl68mPQXWo9osofNaTY5ZJhOmi2fqbO9GtFkA3a7naamJpqamrTP1OVybRgclUPpqUrQRCIR3vCGN/DRj36Ue++9l89//vN89rOfpba2lh//+Mc/An5ZCDGkKMqvAu8HXMAHhBCDiqLYgK8Rb0/uAT64SxFf/s4GBAAP8GkhRJeiKPcBUeLE40nm2ouOaBJrNKFQiK6uLqxWa84K6NmOaGQaanOrdb6UlaU6wE5fUNleffTo0ZSn/PWIJjUkSwCbhwxTTbPpqbPMkIt7OvEzbW1tJRaLsba2xuOPP84f/uEfsri4yNTUFLFYjPvuu29HVZBwOMwb3vAGpqamtMceffRRvvzlL3Py5EmIKymjKMop4p4xF4nXVP6MuIz/HwDXhRAfUxTlE8DPE5f+3/byiZONFQgBVcArFEUJr//bS5xofMm8F3nfLux2k8r25qWlJZ5++mn27dvH6dOnc9allS2iicVidHd3MzMzw5UrV+6Y58kX0ew05yKEYHR0lP7+fi5cuJCWlEy+XscLIaLZCTLN1t7ezuXLlzl79iylpaXMzc3x1FNP0dHRwfj4OB6PByHEnm0G2EvnMhqNVFZWcv/99/P0009z5coVXvayl/HYY49x77338nu/93s7/v0XvvAFLly4oP386KOP8sEPfpArV66gKMqfrT/8U8A3hBABIcQgsC9h4PIf1p/zbeCVu1yuSPi/C/g3oAn4IPAjIcQCcUHNXeszUIQRjcFgYG1tjZs3b3L+/Pmc5zB30iBLFlLAs7a2dltVgmycJxlsRwSyZiSEyCg6zGSOJtm/20sRDWTPJGxzmi1xaBTikarNZsup0+hejWgKYXoWDAZ5zWtew7lz5wB2FN21WCw0NTVpP0ciEf74j/+Yt771rbJudkJRlJcTr6lMJPypn7h0TOLjK0Cyk+LtwAPEGwKeIR7BqEr8JijnbiSaQCBAb2+vVkDPxwe/U5dbMpBeN7sJeObrC7PVgr6VlEw2j58L7JWIJl8pmeeff16ruwE5cxrda1GGRLbkblLB5maAVLpozWYz999/P6BtZLqJS8GsAYmFHxPxNJh8PJzw2LZIqN/8BPhZ4G3rf28m3ommEB/kfFxRlMtCCPdOxytI19lWkArGBw8eZHJyMm+7C6PRSDAYTPnvVFXl5s2brK6ubjlBvxXysXhujmiklMyJEyc0r/ZMsJcGNvcKjEYjZrOZ1tZWSktLc6rNlu+IJl+Ol4VoPPD7/ZSVlaX1t729vXz4wx/me9/7Hj6fD+DVwJeJD1L+HvCniqI4gQPEZ16eBO4j3hDwYmA0mfMIId6b1gVuQsEjGrlgr6yscOnSJSwWC6OjSb0HWUE6NZpAIKDZQu/kdVMISKIRQjA4OMjS0lLSRJgMdBJIDYUo0u+WZstkaHQvRzT5Tp1l0t584sQJXvKSl3DPPffI7/ZfCCGeAlAUxaooyheIp73+XggRVRTlz4FvKopyEXgH8LpkzqMoihmoB+aBNuImZzYhhH89fdYohJjZ7TgFJRq/36+12F65ckUrZOfT9z7V4vbi4iJ9fX1pdWxB7hceRVEIh8P09/djt9uzpgydeHw9okkNhewG2yrNJrvZJibiKftU0mx6jSY7EELg9/tT3gA++OCD2r8//vGP8/GPf1z++LmEp70GuB/wCyEeXj9f/3oN56eAlwshhpM8pQ3478D/C3xJCHFFUZT/BnySeDPAvwAv3+0gBUudzc7OcuvWrTvMvvK9yCQb0QghGBoaYmFhgYsXL6YlhpfsjEsmiMVidHV1cejQoR2lZNJFOp/PXivup4JiI8xMh0b3KtEUokYDuandCiFiwDe3eHwW+McUD+cHzgkhPIqizK4/9iriRGMiPmOzK/JONLFYjJ6eHnw+347mZPm6oZMhGjnPY7PZMmpSkNFTrm7oqakp1tbWuOeee3JCMpAe0YRCIS3Cqq6u3tVad69FNPlAut+XVNNsezV1VoiIptg3YIqiWIEPAyZFUX4GKFMU5aVAdP13TcSbC3ZF3olmfn4eq9XK8ePHt72J5IKcjw9+t9SZlL45ePAgzc3N2z4vG+dKF4lSMtXV1TmVHpcDoclCinVKJVw5IZ0rcclixN0ySJlMms1sNmOz2fJS09jLEU0wGMRmsxU72TiBNxMnlN8GaoDPAi3AY8S70HYV1IQCEE1TU9OOE7BwWx0gX+3NW0U0QgjGxsaYnp7m3LlzaXeHJCIXszTBYJCOjg5NSka2h+cKqUQb09PTDA8Pc+bMGex2O0KIO6beJyYmUBSF6upqqqqqcDqdeyqiyacfTbYXra3SbIODg/h8Pp566qmcO43u1egJSFl+Jt9QFMUohFhQFOWtwKeA9wB/Dvw34ItCiJ9VFOU08frNrih419lWyJdHzHbnikQidHd3oyhKVqVvsu3muZWUTKoRR6pIxmFTdhKura1x5coVrFYr4fDtCHvzAiaFCKempujr68PhcBAKhQgEAlnrlisk7paIZjdYrVZKS0upqKigqakpq91sW2Evd50Vu6Dmep0HoJG4Nlob8VmcWuLmZxCPeELJHK9oiSZZl81MsTnKkIZqLS0ttLa2ZvXLm63UWWK0tdmpM9dWy7tFG9I8zeFwcOnSpaQWikQhQlVVWVhYYHh4mJ6eHmKxGFVVVVRXV2d9+DAfuJsjmq0gF/9sd7Nthb2sFO3z+XA4HHk7XzpYb4V+HfAQcSWBSeIimn+y/hQDSc7jFM3AZiJ2Mz/LJmSUIYRgcnKSsbGxpHxZ0kE2iGY3KZlcRzQ7EY3H4+HGjRualUOyf5cIaTRlt9s5f/484XB4Q1dUSUmJRjwOh6PYc9x5Q6FFNXNhgZDPukksFkvLCj5dFHtEsw4ncbWBc8S7y4aAPyQuQSOASuDRZA5UtBFNvohGRjTd3d2Ew+GkfVnSPVcmJJCMlEyhIpq5uTlu3brFqVOnqKyszPg88hwWi4WGhgYaGhoQQuDxeFheXmZgYIBQKKQtXlVVVXmbIk8FhSaAbCNZm4BsDI3qNZrCQgjxCPCIoii/C7yUuNZZH/EmAANxFeddhzVBJxp8Ph/hcJiSkhJOnTqV0y9rJkSTrJRMrtWVNxONVCBYXl7m8uXLGXmoJ55ju8fLy8spLy+nra2NSCSywd3QarVqu+pkds17peEAitv4LN00Wz5TZ/mu0fj9/qKPaNYbAmJCiE8qinI/UCqEGEjnWEVLNPmo0czMzDA4OIjJZOLQoUM5P186XWepSsnkk2gikQhdXV2YzWYuX76c1S9qMiRgNpupq6ujrq4OIQQ+n++OXbPsZtscpeYr5bbXIppsnCfZNFskEtmTw6Fw10Q0iYvVD4C01YeLskaT64hGVVX6+/vxer1cuXKFp556Ki9f1FRJQBbWbTZb0lIyuW4NljUgmcZrbm7OetNEuuoDpaWllJaWai3Ubrcbl8vF2NgYRqNRq+1k26W1WHC3+tFsl2YLh8M888wzeZm50rvO7oSiKHbAKYSYI97WPAv8vaIoZetKAa8A3EKIG7sdqyARzW4LSS6bAfx+P52dnVRVVWldUZLYcp3jT6W9WQ46trW10dzcnPQiko+IxuPxMDo6ysmTJ7VdabHBaDRSU1OjpRkDgQDLy8tMTEzg8XgoKSkhHA5rg3O5xF5qWMiHVp9Ms01NTXHlyhVWV1ez2s22FQoR0RQr0SiKoqzbBPwi8FJFUf438caAMkVRfhtwKYry78Al4Hoyxyza1FkmHjHbQVoRbNZXy6f7ZTLnkXbQ6XS/KYqSM5IWQuB2u/F4PFy5ciVn7Zm5iMrsdjvNzc2aQoFsoe7q6tJskqurq3E6nXlPAd5NyPeCbDKZst7NthXyLUETCASKdpNGvNAfA95JXBXgX4kTTQC4QVzN+cfAn643DOyKoiWaQCAprbakoKqqVrC+dOnSHQtkvpoPdiMamdKTOnDppAly1XUm26pDoRD79+8v+hmAnSBbqG02GxcuXNAWr5mZGfr7+yktLdWIx26376mIJFMUWqMrVxYI+ZagKeaIJgEW4rbPY8SVmieJD3AeB74EHFIU5bAQYmi3A+351FkwGKSzs5PS0tJt6xzFQDRSSqayspKLFy+mfdPnYo5G2jnU19dTUVGR8+gv3xI0mxevtbU1XC4XfX19RCIRbeGqrKxMOb1a6IU52yiEQdh2yObQaL4jGp/PV8zNAPLLV0Y8urEQJxoLcVWATwMO4EXE1QJ2RdFGNNlY+KVES3t7O/v2bW+RnQsNslTOs5WUTCbnyOYiLa9NphsnJiby1npeCCiKgtPpxOl0ai3ULpeLpaUlBgcHsdlsWidbLvS9ih357G5LFZkMjeY7osnEXTOPsAFLxImngriL5zxxW+c64nbOjwALux2oaIkmk/ZmIQQjIyPMzs7eIdGy3fnyVaNJ1PxKlJI5f/581oQ7syVzMz4+ztTU1Ib3MJNoI9lFqphENc1mM/X19dTX12st1HJuJxAIbGih3srzfS9GNHdLd1sqaTY9otkA+QHXEldqLgOWiSs1/wfwP4AO4L8JIXzJHLAoiSaT1Fk4HNZmO5IVxMxX6iyR0GTNQ1VVrly5suUilQ6yEdHEYjH6+voIh8N3XFu6JJDK4lSsC3NiC3VrayvRaJSVlRWWl5cZGRnBbDZvaKHO56xOvpCvIcpsp+h2S7MFg0GGhobypqlXzDWahPmZ/yTeBBAGyoGDwDXi0jMx4lFO8RLNbl/AdBf+lZUVurq6NK2tZL/o+a7R+Hw+bty4QUNDAwcPHsz6DEomEY2sFVVXV3Py5Mk7ri3XWmoSxRLR7ASTybShhdrv92tzO16vF6fTSTgcJhwO57yFOl/It3hnrrA5zfbYY49RVlaW9W627eDz+e6G1Nn7iUczw8S9aDqAk8CzwAXgNDCdzIGKMqJJdeEXQjAxMcHExARnzpzB6XSmdL58tjf7fD6ee+65XaVkMjlHuq9Fmry1t7fT2Ni45XPykdYq1ohmNzgcDhwOh9ZCvbKygtvtpq+vb4PnTkVFRVYX0b1or5zvpgNFUXLSzbYd7gYJGiHEPPGaDIqi/L0Q4rPyd4qiHCVew0kKRUs0ydZoElNQV69eTSsFlY+IRgjB7Owsq6urXLt2LaczKOkQjZzdOXv27I6T87kW7ZS4GyKanWAwGKiqqsJms3HmzBlUVb2jhVoST6b3Qj6JZq9ENJvPlYh8WCDcDcoAEoqi2IB/koOc6/+/mcoxijZ1lsxi6fF46OzspKmpiQMHDqT9Bcg10ci6EaDJ2+cKqRKBqqoMDAzg9XqTUq7WI5rUIN8rm83Gvn372LdvH6qqairUvb29mueObKFOdeHSI5rMz7XTe55tCwQhBMFg8K6wMFfiL+Z1wH1CiF9RFKVUCOFVFMUM/LoQ4o+TOU5RRjTJLGZyB37y5EmqqqoyOl8uU2dSSubAgQOUlZUxNjaWk/NIpPJawuEwHR0dlJeXJz27k6+OsLs9otkJcmDU6XRy8OBBzXNnYWGBmzdv4nA4tGinpKQkqYVLj2gyO1cq5J6NoVFFUYpmHmkXlAG/BvyFoihlwMfXbQMqgDcCdy/RSGx1U8uOqEAgkPb0/GYYjUZCoaQcSVPC9PQ0w8PDmpSMx+MpmmFHSYAHDx6kubk568fPBHstotnt9Wz23PF6vSwvL3Pr1i2CwSCVlZVUV1dTWVlZ8BbqvUg0mczQpJNmS2cNiEQivOENb+CjH/0o9957L7du3eLtb387JpOJd7/73bz//e+X1/OrxIv4LuADQojB9dTX14iTQw/wQZHEl3g9mnkX8Q6z08B3gDcAh4DHAHey11+UqTO4nT5L3Gn4fD46Ozupra3dsiMqXWQ7dbadlEwudcgkkoloZmZmGBoaSltLbS9HG4VG4sJ14MABotGo5rkzPDyMxWLRWqjLysq0zyOf5LzXiCab59otzfa1r30Nu91OZWVl0p9bOBzmDW94A1NTU9pj73jHO/j0pz/NK17xCl75ylfygQ98YD/xVuQPAReBZuDPgP8C/AFwXQjxMUVRPgH8PPAvO51zPXr5eaAd+FXiagBlQL8Q4k2KonwZSHq6vGgjGrn4S6KZm5vj5s2bHD9+nNra2qyeK5vKAMFgkBs3blBRUXFHOiofg6E7EYEQglu3buF2u9M2KdOJJnVksjCbTCZqa2upra1FCKG1UI+MjODz+aioqKCsrCxvn0m+zpPviCZXczOb02xms5mvf/3rzM3N0dbWxktf+lJe+cpX8rM/+7M7DnB+4Qtf4Hd+53eA+BjH9PQ09913HwCvetWreOSRR+4l7nj5DSFEABhUFGWfoihG4GeAn10/1LeBD7ID0SiKUgr8HnBMCPE6RVEuA/uIp8r2KYpynrioZtKdV0VNNNFoFJPJxM2bN1lZWUnK+Cvdc2WDAFwuF93d3Rw5cmTL9uB8tFFvd45IJKJ521y+fDmjVIFONMkjm++VoiiUlJRQUlJCS0uLlqZZWFjA7/fzzDPPaLUdp9N5t9QAtsTdGtHsBEVRuHz5MjU1NXR2dvL973+fn/zkJzz88MO8+c1v3vbvLBYLTU1N2s8ej4f9+/drP69nJfYRX/gnEv7UT3y6vyzh8ZX15+4EI/G2ZoeiKLXE9c5KgWOAlThxvXT9+EmhqFNnfr+frq4unE4nV65cydnNkGnqLFGuZScpmUIRjdfrpaOjg9bW1pQGWbfCXiKafL2OXKWaZJrGbrcTCAQ4duwYLpeLqakp+vr6KCsr04gnWxu0vdbdBvk3PfN6vdrM1atf/Wpe/epXp/T35eXl+Hy3B/LXR0EU4gKXiWGRadPj4YTHtoUQYhX4E0VRfol4ZNNHPAL6MnHC+TPgHDCX7DUXbUQTi8Xo7u7m2LFjGQtN7oZMiCYVKZl8EM1mIpifn2dgYIBTp05l3J0H6c/RFFuBfy/Jw8hcv91up6mpiaamJlRVZW1tTRNFlS3UmUis5HODsRcjGolM5WfkQPrc3BwNDQ08/vjjAKPACHFi+FNFUZzAAWAReBK4j3hDwIvXn7st5LyMEOJvFUV5N/CbwO8QVwd4EfBJ4lFO0l4uRUc0QgiGhobwer15IRlInwBSlZLJZ0QjhGB4eJiFhYWsphzzJUGjIzMYDAYqKiqoqKjg0KFDWgu1LEqXlJRoxONwOJIi3nx3t+3ViCYbgpof+chHeN3rXse1a9d47rnnAL69Pt9iVRTlC8SL+H8vhIgqivLnwDcVRbkIvIP4XMy2SBjKFMDXiafMbKxbBAghHlyPdo4le71FlToLhUJ0dXVhs9mor6/PmtDkbkgnopFunak0J+Qj7SQbGzo6OjAYDNt68KSLdF9DKBQiHA7f1YZp6SAfi3Myi/LmFmo5MDowMEAoFNJacKuqqrYVot2rUUa+I5p0LQIefPBB7d9vf/vbOX36NN3d3XziE5+goqLCu/6r1wD3A34hxMMAQoh+RVFeDvwU8HIhxPBu51onG5MQYk1RlGeBeiHEl7lt3XydeEotKRRNRCN1tuRcx82bNzOyCkgFqRCNjLgWFxe3dOssNPx+P+FwmIqKCtra2rK+yKVDNLJJwmg0IoTQ2j/v9oJ1sSDVz0NRFMrLyykvL9c8d2QL9dDQEFarVavtyBZqeZ58RTSxWGxXlYpsnqsQNZpMcfr0aU6fPr3hsXXl5W9ufq4QYhb4x2SOm5A6i66TzVcVRbEoiuIAIoAihLiRyrUWjGjkgpXoyXLu3DmN6fOlqAzJp7SklIzVas16pJANLC0t0dvbi8lk4uDBgzk5R6pEMzU1xejoKGfPnsVqtRKJRFheXtYK1uXl5Rrx3A2SHKkiXxFNJucwm83U1dVRV1entVDLuR056S7ndvK1MdiLsjoSxa5zth7N3AOsrhMUwG8AjxOfzylbF9lMOhIoaEQTiUTo7u5GUZQ7vGPySTTJnGttbY3Ozs6MO7dyMWCXSNYXL17k2WefzdqxNyNZolFVlZs3b7K2tqaRciQSwWq1btD8Wl1dZXl5mcnJSU3huLq6es90tuUD2byfEluo9+/fr7VQLy8vMzo6SigUYnh4WPPcydUCne+us3yl6aG4LQISajOvJ24HIImmEjgDXCXeffbriqKMCSG+lsxxC0Y0UgKlpaWF1tbWO74oRqNxgxtlLrFbJ9VmKZlMz5VNN79YLKZ1FSVr9JYJkiGaxJmdS5cubTsQazAYqKyspLKyksOHDxMMBlleXmZiYoJwOExPT49GPPlKo+QCxR7R7ITESfdAIEBPTw9Wq5WJiQk8Ho8WkUql6mxhL9dofD5f1ofOs4X1aOYNwEuACkVR9hG3c24h3rn2OPB94JXArWSPWxCikTvwU6dObbtwm0wmAoGku+dyAqls7PF4sqarlk2iCQQCdHR0UFtby+HDh/OSatiNaHw+Hx0dHTQ3N2+5gdgJNptNa8997LHH2LdvH8vLy4yPj29Y8PLpXpktqELwzNgKs2shLrU6aa7I3uBxPvXHTCYTzc3NmueOjEinpqYQQmidbE6nM6N7vJhFNTNFMUc065B1hF8l3go9S3xA8/3A24mbnwni8zlJoWBdZ2fPnt2xLpLP1NlWSJSSkbvybEDu7jMN1WWB/Z577qG+vv6O3+dq8dkp+pMzG9mQCVIUhcrKSqqqqmhvbycQCLC8vKy5V8q6QVVVVdFHO/5wjPd8qZOhRR9Gg0IoqvLf7jvIu64mL2a6E/JFNJvPkxiRwm1dr0TPHUk8drs9pWu8W0Q100E22ptzBUVRjEKI/1gv/JcB/wTcAD5KnFzsxAU2j5KkjTMUUdfZZqRifpYNyPkQg8GAy+Wip6dnR6fJdJHpLI0QgsnJScbHx7dVIch2ei4R283RTExMMD4+zoULF3JS6LTb7dpOOrFuMDY2hslk0qKdxC6pYsE/PjPF0KKPcExALE7S//uHI/zM8VoayjOPkotFUXmzrtfa2houl4u+vj4ikcgGz53dUrx7OaJJt705HxBCxNb10fYD5cT105qIC3buJy6keZn4nE7xE81uX4x8RzSS2GZmZpicnNzQAZft86RLNKqqbrBI2G4nn0sXzM2ps0TjtJ2uKdWFcKemic0KubJLSgpNSln9qqqqvBZ5t8PjI+44ySTAajLQOb1GQ3nmufpCRTQ7QVEUzXNHtlC7XC6WlpYYHBzEZrNpn9FWZmF6RFNQvA+4l/j0/xHiJNMO/C/gFcQ70L5IsWudJQOTyZRXolEUhZ6eHoC0LaGTQboRTSgUoqOjg4qKCi5cuLDjFyOX0/uJRBOJRLhx4wYOhyNp47RcQOpGSaFJORMyMjKCxWLRSCkZ98NcoK3aQde0h6h6m2wiMUFzRXaK58US0ewEs9lMfX099fX1CCHw+Xza3E4gENiQCjWbzXte66yY25uBBeLk8gXAQlyscxX4BPF6TZS45lnxRzS7IZ8Rjc/nw+/3U11dzdGjR3P6pU2HaGSH3uHDh9m3bzfh1dxK3UiikUX//fv3b1CS3QmpLB7pKhAYjUZqamqoqanZMBMiFzQZ7eRz0Pa911r4Tu8CihInGKvJwMX9Tk40ZidiLsaIZicoikJpaSmlpaW0trYSjUa1VOjIyAhms5lQKKTt/HP92grRdVasqTMAIcTXFUVpFEJ8Tj6mKMrrgPcAf0dc3bmEuCRNUnjBE42UkikpKaGpqSnnN3WqJCBbq8+cOaOJ6e2GXEc00WiU5557jhMnTlBTU7Pr3wghiEajqKqqtawbjcac29lunglJNBEbHBwkGo0yPj5OdXV1The0/VV2vv7+C/zTMzNMugO89HAVbz6bPQ2/u41oNsNkMmmbA4inQm/cuKEZ9DmdTq2pIBdDvYWo0RRzRKMoign4D0VRDABCCBWYE0IMKYriAk4A/00I4d3pOIko2hqNyWTKaTPAZimZgYGBvIhFJmuytnngMZUvWC5rNBMTE0SjUa5evZpUnlkIQSwWQ1EUrFYrsVgMIYT2XkejUQwGg/afRC504RJNxILBIJ2dnQCaZbJczJIpVqeK5go7v/WqQ1k9psTdkDpLBQ6HA5PJxIkTJzCZTJo18uTkJICWYquoqMjK9RSiRlPMRLM+8a/52iiK0iSEeOv6jz8nhEh5wLFoI5pcpn+klIzFYtGm1vMVQSVDAuFwmBs3blBSUpJWa3Uu3jtpT+33+zGbzbuSjCQTeR3yNcj/S4VpSTyxWEz7dz52l4qiYDQaaW1tpbW1VdP7ksVqu92u1XaSVTcuFO72iGYrSFIzGAxat5oc6t3cQi2JJ910aD5TZ0IIwuFw0bbkr0cxF4ABIYRHibttfgp45/pThKIo9wkhfpjKcYuWaHKldLydlEw+iWan83g8Hm7cuMGBAwdoaWlJ6xzZfu8k8ZWVlXHhwgV+/OMf7/j8RJJRFGXLxUl+sSWpqKpKLBZDVVVCoRDRaFRLs22OdnKBzXpfXq9XUzcOh8Mbop1i07jbaxHNTuey2WwbJIykCnVfXx/RaFSrwaXyOeXTkgDY9jtRJCgBHgD+Fuhdf6wt4fdlxInnSoJcza4o2tSZRDa/RLLecerUKW3ITCLZlFam2Km9eW5ujlu3bm15fakgmxGNdOdMlviSIZmtIMnE5/PR1dXFwYMHsVqtGgHJFJs8Zq5rO2VlZZSVlXHgwAFNCHRhYYGbN29SUlKyIdp5oSDffjS7nctgMGgt1AcPHtQ8d+Tn5HA4tGgnH00FyUCmkYsYUWAaeEBRlK8ArYBBUZRK4k0A+wB3qgct2ogGbi/Kme4gk5GSyWS+JRVsRQJCCAYHB1leXuby5csZa0ZlK6JZXFykr6+PkydPajMrOyExFZbOrm15eVnz+El0A02MdmTKTZJNrkkH4tHOZi+XpaUlbRedqXNlptiLEQ2kPnu12XNHRqWyBpcY7cjxhXyLt/r9/qIhva0ghAgoijIKvJc4sRwmrnP2P4i3Oe8jrg4AcUvo4o5okoFMZ2Xy5ZVSMk6nc8d6Rz5TZ4lEE4lE6Orqwmw2c/ny5awsVNlQHxgfH2dqaippz51MSWZqaoqJiQnOnTt3R/0nMXWWWNuR/058TioLoRACtz+CNxTFYTFS5TDvet1KgpeL3EUvLy8zOzvLwMCAVjOQsiv5wF6s0WSKzVGp7Dh0uVwMDw9jsVg0lYJ8wuv1FvuwJsQjlptCiP9XUZS3EJ+Z+ThxpYBrwJtSPWBRp87ktH66hTOpB3bkyJFdpWQKQTRer5cbN26kJUCZ7DlShVQfCAaDXLlyJanBVbnoy3OnAhnNra2tcfHixV0/651qOzLFJn+/U7QjhGB4JcZg74L22NH6Us61lGNI4XOwWCya7IqsGSwtLdHd3a21dbtcrqx1SG2FfBLN3WpUl9hxKOerXC4Xo6OjhMNhent7taaDXPoiFXtr8zrm1/8D8AJeIcQCsKAoSjO352eSDgeLOqJJVx1A7sgnJye31QPbjHzVaAwGA5FIJOW0VCpIN3UWDofp6OjA6XRy4cKFbRevxOOnU4+RiEaj9PT0YDabOX/+fFqL2OZoJ/G/naKdlUCU0TXBpRYLJoOBmCoYmPfSXGGjPk39scSawaFDhwiFQjz99NNMT0/T399PWVmZFu1kU1J/r6XO5P2UKyTOV9XV1dHZ2UlDQwMul4uJiQnNF6mqqirrLrDZctfMBZT4m34vcXXmv1l/eJXbTQEQd9gcT/XYRU006UQZ0WiU3t5ebdYjWSmZfPnfKIrC0tISc3NzObOCTieikd1ubW1tNDfvrCqcOBCaLsnIlGZ9fT0HDhzIysKyVYpNks7maGc1EAEEJhkhGRQMwGogkjbRbIbVasVoNHLq1KkNkvqdnZ0oirJBUj+TxSxfkUa+BhvzLT+TKMoKaL5I0gVWbhCqqqoyTocWs/zMuhdNHXARUBVFaQOswLyiKCeINwrcBPoURXEIIYpf6yzZ1FkqROPz+bhx4wYNDQ0cPHgwpcUrH6mzaDTK1NQUkUiEF73oRTkzKUuVaKQ6wqlTpzYU4beDVAdI7AJLBWtra3R1ddHe3r6lxUE2sF2KTZKPiRhCQCQWxWgwoKAQE4JSW/Y+k8SocjuTt8nJyYwtrfda6iyfKbqtSC3RF0lVVdbW1jQLjFgsllHzh2wGKFYIIb683gzw28RdNt3EI5pfJt4MYAAOAP8H+N1kj1vUEU0q6gBysUzXCyWXA6IQv8E6OjooLS3FZDLl1Akz2dSZNKCbmZlJqehvNpvp7++ntraWmpqalF7LwsKC1sKdrKROpgjHVIyKokW3a2trzI8PcqatntnVEEYFoqpgf6WNGocpLzvqzYuZ1PqanJzEYDCkZPK215oBiskiwGAwUFFRQUVFBYcOHdJaqOfm5hgYGKCkpEQjnmQGe4tduVlRFIMQ4hngjUrcabNKCPH3mR63oESz24KYTJSxWUom3VRULiMauRs6duwYiqIwPz+/+x9lgGRIU1VVent7CYfDXLlyJSmykFHB2bNnWVlZ0aboHQ6HplW13ZdI1s3m5ua4ePFiVmsU28EbivLs2AqT7gA2s4HTTeXUmsP09/dz8sQJnBUVzK2FcPtCOMwG6krNKIikGwp2Q7ILc+L0O7ClyZtczLZqlthrBJDrGk0iUpWf2dxC7fF4cLlcDAwMEAqFtM+xqqpqy+9UMcvPrA9gqoqivAg4RlzFOaAoymuIS9L0A8eBFwEPCyFGkz12UUc0uy3+W0nJ5Opc6SCxTVgagi0vL+d8Xmc3ApeWA5WVlZw8eTKpHXNi0d9isWyYopedVj09PUSjUY10KisrNdLr7+8nHA5z8eLFnEZzidf86NAyC54wtWVmwlHBQx1jtJlXeeW12y3U+5w29jlvk97m9mnYqMcGqXfWpYrtTN7Gx8e3NHnTI5r0kcn4RGKruxzslS3UQ0NDWK1WrbYjP6t0azSHDx/WaqcveclL+PVf/3Xe8pa3EIvF+Kmf+ik+8YlPyGt6E/D7xG2WPyKEeCqVl0S8k+w9xIUzHwLqiKsBOIE/Ax4HPkichPYO0WyXOpNSMlKmPtMvQLa7zmKxGL29vUQikQ1twrlO0e12Do/HQ0dHB4cOHaKpqWnXY+026b95riQUCmmF1N7eXsrKyvD7/VRWVnL27Nm87VRXA1Hm1kLsc1oBhTXXPEHvGqUnDu+YutitfVoSeDLRTjYW5mRM3iKRSF4ixHxGNPkafM3ma9osYyQ/q+HhYWZnZ3nwwQepra2lvb09peMODQ1x9uxZvvrVr2qPve1tb+Pd7343733ve3nnO9+JoijXgGHitZMLgEqcKK6k8VIWga8ADxMfzrwJvBQ4BzQSbxBYTeWARZ8626oTTMqHZyrVsvlc2SKAYDBIR0cH1dXVnDp1asNiky+i2Yo05+fnuXnzZtLvWzpyMlarVdOikp1sdrudlZUVnnnmGWpqaqitrc255bKixLdnqiqYnp5CVVWa97dgtaRmaLfbsGiiJE6+lI03m7yNjIwwOjrK3NxcTk3e8hnR5DN1livL80SLiqNHjxIIBHjwwQd5+OGH+eY3v8mrX/1q3vjGN3Lx4sUdj/XjH/+YZ555hpe97GXEYjE++9nP8sgjj/Dggw8CcP/99/OlL33plUA98KgQYmn9GpYVRdkvhJjY/ugbIBdjO3EFgHeu/3+G+KCmD/gx8D2gM5X3o6gjGpPJRCAQ0H5ORkomXWQrdeZ2u+nu7qa9vX3LIdF8zOtsJnAhBCMjI8zPz3Pp0qWkWjQznfR3u9309vZy/PjxDbtxWdfx+/1UVVVRW1u7bT47EzjtZhrLLDzdN0J9uZ2Kugb8oRiHa9MvxCZGO3KzsNOwKKQuo5IKpMmby+XC6XRqqdnNJm/Zen/zRQDFIN6ZbTgcDt7ylrfwzDPP8P73v5+rV6/yve99j+eff35Xojl9+jQ/+MEPOHLkCD/5yU/4zd/8TWw2m/Y9rqiogDghjJIg7w+srD+eLNHI1Nk9wKPA19cfKwGeI64I0AL8nRDCleQxgSInmsTFP1kpmWycK11MTk4yOjrK2bNnKS8v3/Y8+UydyRReNBrl8uXLKRX9IT2l2ZmZGe19SMxHOxwOLdUpJ+YXFxc1AUTZxZaN2aJAIIBtZYTzrVX4jGU4LEauHqik0ZmdFNNWtgebh0Wj0agWFeZ6MTMYDNuavA0NDWGz2bRoJ12trXzO6xRL11m2IdubDx48yK/8yq8k9TcnT57USOXMmTP09vZu+I6sb3AU4nWZxJ2Uaf3xZCF3p88SH9o8un48K/Fo5r3A+4HfUBTl00KIpNNnBU+d7QRZo3G5XPT09CRtZZwOMpVtGRgYwOv1cvXq1R1lVPJZowmFQjz//PNUV1fT3t6ectE/1cVIdgC63W4uXbq04/tgMpk25LPX1tY06ZZYLEZ1dTW1tbVpSbfIOZ1jR45QV1eX0t+mi80ptlgsxq1bt6ioqEhJGicdbJXS2iy54vP5NghMpmPytlebAfLRnCKRjo3zO9/5Tn7t136Nl73sZXz5y1/WVDSuX7/OhQsXePzxxyEezTwD/P76hL+BeH1mLI3LXBBCfAxAUZQXCSGeWP/3BeKKAV8BDgIdyR6w6CMaj8dDb28v586dy6nPdroRTSgU4saNG5SXl3Px4sVdvyD5IBpFUQgGgzz99NNJk3OmqbJYLEZPTw8Gg4ELFy6ktEtUFOUO6ZalpSUmJyfp6emhoqJC62TbTQtNRkj5nNPZDFVV6erqorS0lCNHjmx4bzMVAt3ufBKRmMrsaohgVKWu1ELFulBoaWkppaWltLa2apu3VE3e8tkMsFcjmnTmaD71qU/xi7/4i/j9flpaWvj85z/PyMgI73znO3nta1/Lv/zLvwD8oxBiVlGUZ4F/I762PyWEmE3hVDJ19iFFUezA08A/KYryYeA6cIZ4o8GHgaFUXkPREk00GmV4eJhgMMjLXvaypKVk0kU6O7XV1VU6Ozs5ePDgrrItEvkgmrW1NRYXF7l48aLM3+6IxAUwHZKRZFtTU5OyIsNWsFqtG4YZpfPl6OgoZrNZI53NDQWTk5NaK3m+lJM3Q7aONzY20traCrAhgtnKWTQbXjuKohCIxPhu7yKzayEUBYyKwsvbqzhav7GddnM0mazJ216NaPIpFJrOHM3hw4d5+umnNzzW2trKt771LZ588kl+4zd+g8bGxikAIcT7FUV5JeAAvp3i5cnUmYX4HE0rccXm967/ZwI8xEktJTHFokydSSmZqqoqotFozklGIpX3Tna+nT59OqnFXCKXRCOEYHh4mPn5eS3tlMzfZBLJeDweurq6OHToEA0NDWle+fZInJI/evQoPp9vQ0OB/J3b7cbr9XLx4sW83S+bIe/bnd6Lndqn0/XakX9zc97H7FqIlsp4HSoQjvH4iJvWKjs289a7dmULk7dE87BEkzc9oskc6aTOtsOhQ4c4dOjQHY8LIR5O53gJ5PF1IcRHABRFKRdCSBtnFEX5EfG0XEoouogmUUrG6XTy7LPP5vX8u+3ahBDcunULt9udlklZoiBlNhGLxTRp+qNHj7KwsLDr38iCtbyuVElGpqlOnjyZEtlmAlnwlimgxcVFbt26RTgcpqKigtnZ2aw1FKSClZUVenp67jBt2w07tU9DcsOi8p6dWwtSar29aNotRlz+CJ5gdFui2Qyz2Ux9fT319fXaMK60SvZ6vYyNjVFfX59Tk7e9HtEUswTNOn5PURT5pnxoveYj02q/R1zBOSUUDdFsJSUTi8XyIt0vsZujZyQSobOzE5vNxuXLl9NOcWQ7/SDndmpqajh8+DBut3tHMkss+kN6HjITExPMzMwUNE2lqiqTk5M0NjZy8OBBTaGgq6sLVVW1FFsuvWDgtn7bmTNnMtqtpjssKommttTC6JKfSkc8ogtGYpgMStpCoYnDuG1tbTz99NOUlZVpOl+5MnnbqxGNbMooVgkaCSFEMOFHj3x4/f+PpnPMokidJbpMJkrJ5MsjRkKeb6sbTw4ftra20tLSkhFZZNM+VtaJEud2dhqEzbSzTFVVbt68SSAQKHiaqrOzk9bWVk3hILGhQKojT0xMpNxQkAqmpqaYnJzMCeHu5rUjPz/5WR5rKGVkyc+kO4CCgsEALzlYhT3JaGY3KIpCfX09LS0tWqdgoqqxJJ1MiV1V1bx1guU7oslnKaCYUPCIZicpmXxNB0tsN+MyPz/PwMBA0jL6ySAbhdXZ2VkGBwc5c+bMhg6r7epAkmTklyvV80ciEbq7u7Hb7Zw9e7ZgbosyTXXs2LFtTeM2qyO73W4WFxc3NBTU1tamPUEvh2BdLldeCHc7r51QKITP50MIgYkYrz1Ry/RqiHBMUFdqobYse0PNifdsYqeglB5yuVzMzMxkbPK2VyMayE1G425AQYlmZWWFGzdu7CqJkq9ul80tzrK4vrCwwOXLl7O2YzUYDBm9JplmXFpa2rJOJI+/+W9k+iUdkgkEAty4cYOmpqaMI7pMMD8/r5FrsmmqxIYCqUEl60typkQqFCSz6EiR0Gg0yvnz5/O6UMHtFJsUlT1w4ABOpzMe2agqrRUW7XnZXLR3OpbVat1gaS2jna6uLoQQ2vufjMnbXq3RyHrbCxEFJZry8vJdpWR2q5tkE4lEE41G6erqwmg0ZqwMvRmZLACxWIyuri4UReHy5ctbXtfmhoNMO8tkBHH06NG0vH6ygWzZDCRqUMkuq+XlZS1qLSkp0RQKttpYyPffbrdz/PjxghGu1+vlxo0bHNk0lLqVs6j87PNpe5Do4RIMBnG5XJpj5W4mb3s1opHKzXpEk2cYjcZd9crk4p+Pm0ESgM/no6Ojg6ampqzZDG91nlQRDAZ5/vnnqaur49ChQ9telzx+pkV/iKfnRkZGMi50Z4LNdaFs5u/NZvMGf5HV1VWWlpbo7OxECKHVdZxOJ9FolI6ODurq6nJyXyQLSfwnTpy4IxOQTPu0fF6qw6LpRuE2m00TWlXVuMmby+VicnISRVE2mLxlOwrbDfmMaO6SjrOcoOA1mt0gXTazWcDdDkajUfsCpOvUmQzSIZqVlRW6uro4cuTIrvMqMqLJVE5mZGSE5eVlLl68mFUB01QQjUbp7u7GarXmvC6kKIq2E5d2y0tLS4yPj7O6ukosFqOhoYGmpqaCkczS0hIDAwNJE/9O7dPpDItmw45DGoMdPnyYQCCAy+ViYmICj8eD0+kkGAzmrQkon6Tm9/uLvuMsVyh6osml82UiZOuhy+Xi0qVLOd15pNpNJ4dDdxLrTISiKEQiEUKhEBaLJS05mb6+PoQQKcvJZBNyyr6+vr4gEYTNZqO5uZmysjK6urpoaWkhHA7zzDPPYLVatWgnX+mQ2dlZRkdHOX/+fFpzQrkYFs0Udrtda9qQJm+3bt1iaGiI8fHxlCyt00W+7iuv15v3+a5iQVG0N++EfBCN1OkKh8O0t7fnPLxNVsFZCMHg4CDLy8tJ2yLIXHxNTQ3PPvssVqtVE1dM5nWFw2FNlWGn9Fyu4fV66ezszJniQLJIjCAkyctNifxdKBSiurqampqapBsKUkXi3FK2osvdvHYSn5MP0pEmbyUlJbS1tWE0Gu+wtJbEcze2CKfrrrkXcFdENNu5bGYDgUCAjo4Oamtr8+JSCMmlzmTKyGAwbFv03wy5UAAcOXKEI0eO4PP5WFxc1Nw+ZVvvVrMOcnFva2vLmUp2MnC5XPT19W1Zg8gnZmZmGBsbuyOCSBSp3KqhoLS0VIt2Mu1UlJ2PbrebCxcu5GyB3W1YNBwOa/dXrqMdWTfZyuRteXlZa1HfbGmdKrI5z5YMpEXACxEFJ5qdhgshXqPJVUTjcrno7u7mnnvuob6+nuHh4byk6XYjGkl+DQ0NtLW1JfUlSpQtSVwE5ILY1tZGOBxmcXFRU0WurKzUFsTV1VUGBgaKZnE/d+5cwb6UQgjGxsY0YdLd6oPbNRTcuHEDQCN3p9OZ0oIohNAipny3USdGMZFIhL6+Purq6vIS7WxVN5FRek1NzR02ydIqvKamhsrKyqTJ+G5Qbt4rKDjR7IZcpM6EEExOTjI+Ps758+e1omq+lAh2Ihrp0Hn06FHq6+t3PVYqk/4Wi2VDPlwOMd68eZNYLMb+/fsLVvTf3HyQj+aP7a5jYGCAYDCYVn1qu4aC0dFRPB7PBnLfaUFUVZXu7m5MJhOnT58u2PxFNBqls7NTa1UWQtzRPp1tr53dDNYSW9S3MnmzWq1aKnMnk7e7Qbl5r+CuIJpsps5UVaWvr49AIMCVK1c2LGhGo5FIJGW9uJSxHdFMT08zPDyctPdOJnIyMh++vLxMaWkpBw8eZGVlRTMek7MkFRUVOa/TyM8kFosVtPlACpOazWbOnDmTlUVINhQ0NzcTi8U0H5jh4WGtoUDWz+T7LBf38vJyDh8+XLA6WTgc3tCMAbfrqptTbPJelNefSbSTaifYbiZvidFOYmt8PjvOQK/RFBS7pc6yGdHILqaKigouXLiwZXgeDAa3+evsYXPklKgInUrRP5MhzMS2YenYV1VVpcmJLC4uakXYyspKamtrqa6uzroGldS5Ky0t5cSJEwVbVCORiNYEkQ1Pna1gNBrvWBAXFxfp7+/XGgoqKioYHx+noaFBW9wLAenO2tLSsqPX0nYNBfL/8j5PpZNNbpzSwW4mbzabjZqaGk0lIt82ztmSsLrbUHCi2Q0mk4lQKJTxcaT45E6Ok/lqpU6MaOTu1Ww2J60InSnJBAIBOjs7aWhooLW19Y6/t1qtd+zCpRy/w+HQFstMC92Jsjb79+/P6FjZuI7dFtVsInFBbGtrIxKJaDphiqLgdrsxmUzU1NTkrUlFQtYI29raNKHWZJCtYdFsRho7mbzJTeXS0tIdJm+5gM/ny9v9VWwoeqLJxuIvU1KbxSc3Ix/ul3C7vdnv99PR0cG+ffuSnhPZruifLFZXV+nu7r5DumSna03cha+trd0xOZ9OoXttbU0bQE3mOnIFj8dDZ2dnQeV1IB5BTE5OcurUKaqrq7WGgo6OuC27TGWm+j6nCqmKkY33I91h0d1qNOlis8mb7GCTJm8Oh0OLdux2e9bfZ6/XWzB1jUKj4ESz24eZCdFI6ZK1tbWkUlL5jGg8Hg/Dw8McO3YsqYU2U3l/uC1Iefr06aQGPzcjUbFXalgtLi4yMjKCz+fbIE65U4pNNiCcOnVqR+LPNWQbdT6N27bCVpIylZWVVFZW0t7eTiAQ0BoKZCpTLojZbHeW5J+qeVsySDbaMRqNeWs7VhQFh8PB8ePH7zB5i0QiG2wPshHt6M0ARQwpQZMq5OBhSUkJly5dSmqHlC+i8Xg8mgJBrov+8u/HxsaYn5/PSJByM2w2Gy0tLdqcw/LyskYiUpxy83zS5OQkU1NTBTVMA5ibm9MaLwrZcpqMpIzdbt/wPsuaw9DQkFZz2K3Daje43W56e3vzRv7bRTsejwdFUQiHwzkfFk1sb95s8hYOh3G5XFk1edPnaIoY6Sz+0qTswIEDtLS0JP13uU6dCSG0CKulpSUvJCM7uqLRKJcuXcpZHtpoNG7Iha+trbG4uEhHRweKolBTU0MgECAYDBbUMA1gfHyc2dnZgmq4wW1JmVRId3Mq0+v1srS0RF9fH+FwWCOdVGoOkuzOnj1bkB23JBKfz0d/fz+nTp3CZDLlrH1aYqf2ZovFsmE2Khsmb3pEU0BkO3U2NzfHrVu3dvW4yca5UkGiDXRrayvhcHjXv8m06B8Oh+ns7MTpdOa1oysxxXb48GG8Xi/d3d3aLnVwcDAl/5dsQXb3eb3erKtAp4psSMok1hzkLnx5eZmZmRlNjl8Sz3ZR7Pz8PENDQ2nrp2ULMn24Oa27lbMoZGdYNNmBzc0mb4nvcyombzrRFDGSnaNJ1AXbygws2XPlgmj8fj/PP/88zc3NtLa2MjMzs2sbtdzNQXpFf2l1vH///oJ2uoTDYfr6+qitreXQoUNaii1RrkUWunPZXaWqKj09PRgMBs6dO1ewAUgpKbOyspJ1SRmLxbLBfCyxoUBGlbW1tZpApVRhuHDhQt472xIh03ZbpQ+3cxbNRrST7sDm5vc5WZM3v9+vNwMUK5KRoJGzGLJFON1dci6UAWS4nWg7sJOoZjaK/rLIvZPVcT4gya61tZWmpiYg/nnW19dTX1+vybUsLi7y/PPPYzAYtLRQuvpVW0FGkzLCKtSsjhCC/v5+wuEw586dy2k0ZzAYtmwoGB4exufzYbFYCIfDBSeZ5eVl+vv7k0rbbddQIL8zqUY72ZCg2WzyFgqFWF5e3mDyFggEqKurw+v1Zq1G8zu/8zt897vfpb6+ni9+8YsF7ZhMBgUnmkxTZ9JpUEYLmSwiyaoqJ4vJyUltx5j4JdquFpQNkpmenmZ8fLzgRW6ZCtmJ7BLlWtrb2zWL5cHBQQKBQFYUkYPBIDdu3GDfvn0FndWRCuGFkpSRDQXNzc2aPXllZSXXr1/Hbrdr0Y7D4cgbEcvZrExsD3YaFo1GozvaHsRisaxLHVmt1g0mb6urq3z5y1/mL//yL1lbW+PTn/40999/P9euXUs7dfvQQw/xxBNP8Oyzz/KjH/2I3/3d3+Xzn/98Vl9HtlFwotkNO0UZCwsL9Pf3c/Lkyazs3LPVDKCqKgMDA3i93jtkbrY7TzY6ywYHB1ldXS2oVhjczvun6srpcDhobW2ltbVVU0Sem5ujv7+f8vJyLcWWbE1DqlEfPnw4Kd24XCEajXLjxo2iiKgGBwe1+1K2Enu93g0K39XV1dTW1lJZWZkzQlxYWGBwcJDz589npfswHa+dXEvQyKjygx/8IB/4wAc4cuQIbW1t/PEf/zHPP/883/rWtzh37lzKx/3e977HL/7iL2IwGHjFK17Br//6r+fg6rOLoiearRZdKcA4NzfHpUuXslbE3E0OJxlIKROHw8HFixe3vJE3E02mRX+p0WUymbaU1skXhBCMj48zNzeXcUomURFZ2v9Kt0s5MV9bW7ut6ZjM+xdajTocDvP888/T2NhIa2trwa5Dpu0ikcgGp9LEhgJZ6F5aWmJ6epre3l6cTqfWUJCtDr25uTlGRkZymrbbaVgU4uQvB0bzpXlmNBr5wAc+wAc/+EFCoVDa5/R4PFp0rigKPp8vm5eZExScaJJdVOUiHI1G6enpQQjBlStXst45lMluU05Vt7S0sH///m2PlUg0iUX/dEhGpoYK5UIpIYdjA4FA1ju6Eu1/Ez12pIS+JB25A5cRVaHadSWklMuBAwcK6u+T2Ahx6tSpHRc4i8WyIfWTSPCyhlZTU5O24+XMzAzj4+NZNXDbDVtFO3I4s6GhQUuzZbt9OhHhcHjDdyKT115eXr6BXJLpYC00Ck40yUAuzFIUs6GhIWfCh3Cb1FLB0tKStoOuqanZ8bkyHSh3WOnWY+Qkd3t7e8FTQ1KgM3G3nCtIiXhpOpa4A5dF7kKTjKwdFlraJhaL0dXVhd1u5+jRoyndZ5sJ3u/3b2goqKqq0hQKktlYTE1NacO6hUztBgIBuru7OXHiBBUVFXe0TydK4mTrXpatzdlYs65du8YPf/hD3vSmN3Hr1q27omX6riAak8mkTZwnK9mSLmTzQSo78omJCSYmJrh48WJSBXiDwUA0GtXaK9O5+RYWFrR5oULKuEjyL1REZTabaWxspKGhQWtvr6mpobu7G4vFsqUMf64hGyEKLW0ja0OyIyrT1+9wONi/f7/mASMVCqTYaqJCwWZMTEwwOzubU5fQZCCzDokyO7lqn9583mw157z+9a/n05/+NB/+8If50Y9+pNdosgEhBJFIhFu3bt3RvZULpNIQoKoq/f39+P1+rly5ktQXSAiBxWJBURSefPJJampqqKurS3rCeHMdpJAyLrLYfujQIRoaGgp2HVL9QFVVrb19swy/nJrfzsY6W5AbolQbIbKNSCRCR0cHdXV1ObEb2KyK7PF4WFpaoqenh2g0ukGhYGJigoWFBc6fP190JJOIrVJs2RoWzSbR2Gw2Hn/8cb797W/ztre9jWvXrmXluLmEkkTxO+cKd9vZAMRiMXp7e1lcXOT8+fN5Keo+9dRTnDlzZtcFXGqplZaWcs8996Ql7y/TPouLi6ytrVFRUUFdXd22qQjZzRYKhTSZjkJBzj8UutgejUbp6uqipKSEI0eObLtrl0XuxcVFVldXqaioiJNOVTVGowmLKXPiSbShLuQGIFkvmVyeX+reLS8vYzAYOHToEHV1dQWT/JGpzHQFQzdHO3LdlJ42u0U7169f54//+I/59re/nfZr2AWFKc4miaKIaLbq9goGg3R0dFBdXU1lZWXe0h7JqAN4vV46OjpobW1NejZDCKGF4TIHnFh43ez7UlJSQl1dnTYxL4dSS0pKsub+mC4SF9RCzuok1ux2m6HaXOReWnbx3a4pnhy7iVCMnGl28uaLB6ivSl3VGjbqpxW6/pCOl0w2YbVaaWxsxOfzEY1G2b9/Py6Xi+vXr2M0GrXIMptDuTtBkkwmm6JMvXZeyO6aUCREsxlut5vu7m7a29tpbGykq6srq3bOO2E3dYDFxUVNWj6Z2Z3EXZA8/lbYLJaYODGvKAqhUIjm5uas5NrThWwrX15eLviCKlUH0llQDQYDoz4jPWsWDu1vRo1F6Jlfw/WDbl7RrGhpn8QU21owwsCcl3BU5VBtCY3OeFuuEIKhoSFtfqmQUWY2vWQygdSU8/v9nD17Vru3Aa2hYHBwUHOcTMZaIl1kg2S2QjLDooleO9lMnd2NKDqikdP0Z8+e1cT1kpGhyRa2UweQtZGpqamki/7pDmEmTszLwnZtbS1ut5snnngiL7WGzZB1kFgsxoULF7SdXVRVMSgKhi1mnZ4cdfP4kIsSm5FXHavjcG12vmjSvC0TiZ1nx1aosJspsZoAE8dabMysBjlyYj8h7woTExP09PTEFydHBd8Y8OEN3dae+/mL+zi9r4yBgQEikUjOJWV2Qy69ZFKBEIKBgQHC4fCWkffmhoJEawnp3lpTU5OV2bhckcxmJBPtzMzM3BVtyLlCURCNoijEYrFtp+nz5ROz3bnkIhsMBlMq+ssbLt3OspmZGUZHRzl//rwWdofDYRYXF5mYmKC3t5fKykrty5mrhU6m7UpLSzUVaH84xnd75+mYXMNiMvCSw1W8vL1aI5x/eXaaf35uGoV4ke/h/kX+8HX3cHJfeqkpiWwV200GNqRrhRAogM1mpcbZRFNTk5bO/Kenxxmf8dJQZsbhcBAzWPlW5yyxxVHsVgunT58uWJQJt7vcCt2BKITQmjJ2m9eBO3XvpHtrd3c3sVhsy8gyWeSLZLbC5mhnaWmJz33uc9x///15vY5iQlEQjSxelpeXbzlNn6yCczawmWjC4TAdHR2Ul5dz/vz5lIv+6ZCMVPiV5miJpGuxWGhqur0Qyh2h7KeX6bdsFV0DgQA3btygqalpQz3q3ztnuTG5SoPTSjQm+L8989jNBq62VeELRfm3jlnKrUas5jj5LfvC/Mtz0/zR69MnmqmpKSYnJ7PSbXelrZJ/fW4Go0HBZFBY8IS4fKCSUuvtr4RM+USsqxzeX45FUfH7ffjWlpj1RnA7Szl4oHDT/pCaKGUuoaoqvb29GAwGTp48mfI9v9m9NRQKsbS0xOTkJD09PVp0X1NTs2vKVpJModvLIR59v/nNb+ajH/0o73vf+wp6LYVEURBNX18fTU1N23bI5DN1ltjenI6BWjbkZHp7e1EUZUOKaitsNhtbXV1lYWGB69evYzKZqK2tpa6uLu3csEzHHDlyZMPski8UpXt6jaZKGyaDAasJKmOCp0ZXuNpWxUogSiSq4rTdjvxsJgOzqztbI2yHxNpQtob9zjY7iaqCnwwuE4iovOJoDa84svWg7cEaB8+OrdBcacdkMjLv9tFU7aR9fz1jY2OavXJtbW3Sw4vZQLF4yaiqqs0t3XPPPVmJ7qxWq7ahUlUVt9ut2VmbzWaNdDY3FBQbybzxjW/kve99L+973/sKGvUWGkVBNGfPnt1RY8xoNG7bAp1tyIhGCnaeOnUqqZx3skX/nRAKhejs7KS6ujpl5YPEuo6UaVlYWKC3t1eba5B1nWSOK1NU26VjFEXZ0PguAMP6YevLLdSWWVjxR6hwmOPCjaEY9x7dWTFhK8iWbilpn630oKIoXGqt5FLr7mmVe4/UMLzkZ3TRg8vtorK8jHe97CitDaW07r9tYy2HF0tKSrT3O1dtzsXiJSOVBxwOx47t5ZnAYDBoHi9Hjx7F5/NtaCiQKt8Wi6UoBmUhvkl985vfzAMPPMCHPvShFzTJQJHM0cgp+e0wMzODx+Ph6NGjub4UhoeHWV1dJRAIcO7cuaR2itmQ9/d4PHR1dXHw4MGst6WGQiEWFxdZXFzE6/VqnT7V1dVbLtyTk5NMTU1x9uzZbRfKL1+f5tnxFRrKrERVwZIvzNvO7+PSgfjC3T29xh89dAt/JF4Mbatx8Af3H6XSkXw0Ihcxm82WtZ1yulh0rfC9p7rY19LKuUON276ORBvrpaUlhBBaOjNdfbDNkO6c58+fL2jnXywWo7Ozk7KysoKpUkciEVwuF7OzsywtLVFWVkZjY2PWGgrSgc/n481vfjOvfe1r+a3f+q18vS9FzWR3BdEsLCywuLjIiRMncnodqqry9NNPE41Gk/aLyAbJyOghHzsxufteWFjA7XZTVlamLYRms5nBwUHW1tY4c+bMjk0PgUiMh/sXeX5yFavRwEvbq3jRwaoN3We+UJS+WQ82s5HjjWUYDcm/N3Igtqamhra2toKSjFSCTufzkYZji4uLmj7YTiS/E4QQjI6Osry8zNmzZws6ZS/lbaqqqgr++Xg8Hjo7Ozlx4gQGg0F7v1VVzaihIB0EAgHe+ta38vKXv5yPfexj+XxfdKLZDbsRzfLyMtPT05w+fTpn1xAKhbhx44bmmNfe3r7r32Raj4H47nR6epozZ87kfQcmjZkWFhZYWloiEolgs9k4efJk0oXlVARIhRA8N77Cs+MrlNvN/NTRGm0eJRFy6DDRmbNQkJuAbBTbpT7Y4uIiLpeLkpISjeR3S38lesmcOXOmoK3UuZa3SQWSZLZK8QaDQa1ZRipvJNtQkA6CwSA///M/z6VLl/jkJz+Zb/LViWY3JIrXbYWVlRVGR0fTMglKBh6Ph46ODg4ePIjBYEgqTZcpyaiqyq1bt/D5fJw+fRpVMXBr3kckpnKwtoQKe/52q7KzrqysDJvNxuLiIrFYTFsEnU5nVr40//jMJF+5PgPEb6oSi5FPv/E4B6pvE6xsQLjnnnt2VcHONXIpKZM4lLu0tISiKNtK8Cd6ySTTNpxLRCIRzV+nkI6lsDPJbIZsKJCyOGazWXu/s6GqHAqFePvb386xY8f4n//zfxbiM9KJZjfsRjQej4eBgQEuXbqU9XPLov/p06eprKxkbm4Ol8vF8ePHd7zeTIr+kUiE7u5uTbp9JRDlrx8bZ94TQgGsJgPvurqfexpy364qJ+w3Rw/BYJClpSUWFhbw+Xya62K6tsorgQjv+YcblFqNWNd1xRY8YV52uIrffOVh4HarbqHnQQDGxsaYn5/n3LlzeamDBAIBrY4mC9yyeWNgYABFUTh+/HhBSUaauDU3NxdEQy0RqZDMZgghNNvwpaUlgsHgBoWCVO/vSCTCu971LlpaWvizP/uzQn1GRU00RdF1thty0d4s892zs7NcvnxZ27Fupwwg/yaZeowQgrVgFIfFiNm48aaTcynSw15RFB65ucSCJ8T+yvg1uP0Rvtoxw3//mcOYcnjTykG/rSbsbTabtqDICe75+XkGBgY22ConuwgvecOoQmAx3n7P7GYDE+4AcDt6yFer7siSjx/dWsbtj3C6uYyXHqrGZjZqkjJra2tcuHAhb63Kdrv9jon5ubk5urq6sFgstLW1EYlECiZKKWfdWltbC2riBrej3nQ3JIqi3OFplHh/y5RmTU3NrpFsNBrll3/5l2loaCgkyRQ9ioJodgtbs60MIGdVotHoHS6d251rO5JRheB7fQv8y3PTuH0R9lfZESI+oFhuM/G2i0389D1xnSe5sG/Wohpa8G1IlVXYTUyuBFkNRKkuye5uetkXZsIVIORdIbw0wbmzZ3edsE+c4Jaui4uLi4yMjGC1Wqmrq6O2tnZHgmiusFFiMeINxSizmeIy/uEYZ5vLGR0dZWFhIW/6aWPLfv7ix2MYENhMRr55Y44pV5B3XmliYGCAaDTKuXPnCrZomEwmqqurmZycZP/+/VRXV7O0tKSJUsqUZraMtHZDMBjk+eef5+DBgwW1g4DMSWYrJNqGy5Tm0tISnZ2dCCG0uo7T6dxwT8RiMX7lV36F0tJSPve5z+kkswOKgmh2QzaJRir+VlVV0d7efscXdatz7VSP+W7vPP/r4WHCMRWTovDoUACzAc63VgDwt49P0Fhuo9rgY3h4eEvplJYqG51Ta5TZ4h+HNxSj1GrSft58LT+6tcx/dM/jDUW5cqCCn7vQtOVzN+OpERdfvj6D1+cjEAxyuX0fl22pRQ+bXRe9Xi+Li4t0dXXt2MprMxv5f15xkP/18BBL3jCC+CDkqRIfbncwr9HDEyMuENCw3ohQZjPRMblCq7JEg9NWcEmZrYrtiS6XskEhGAxqKbbKysqcNAgEAgGef/552tvbc2o4mAxyQTKbkTiPdvjwYS2FPD4+jsfjoaysjGeeeYb777+fT37ykxgMBr7whS8UtDnjbsBdQTSpmJHthLW1NW7cuMHhw4e3Df83n2u3ov/XOmaJqoIKuxlvMIqqCoIqdE17OFZfAgj+73ODvLw+wsWLF7dMfdx3tJab8z4mXAEUJX6zP3BxHxbjnTukp8dW+NsnJiizGbGbDfzw1hIuf4Tf/OmdVZ09wShffX4GEfJSYYpxqK2RW4sBnh1f4aWHq4mpgpvzXibdAapLLJxuKt/Vo0VRFMrKyigrK+PgwYMEg0EWFxc1q185tFhVVYXBYOBqWyV/84tn6JnxUGJRUFwTWE0Gjp1Kzv45HFOZWQliNxupK7NsnAgPRXlsyMXgoo/WKhsvPVy97ayLNxTFnHg6obKyuorJVsOxY4Wd19nNS8bhcNDa2kpra6vmZzQ7O0t/fz/l5eXae56NyNDn83Hjxg2OHDlSUDVouE0yp0+f1sR284HEFHIsFmNiYoInn3yST33qU6iqyoc//GFNzf2FPpS5E4qCaHb7gLbyq0kVc3Nz3Lp1i9OnT+84C5EY0UhRTNi66C+EwB+OqxerAlaDUSRFBSMxeme9VFkFosrGxYsXt9317HPa+P/99CF6Z9YIRlSO1pfSXLl1bviRgUXsFgPO9VTbPpON7uk1lrxhasu2z99PuXwsuVdoLDNTVV2HgoLDYuTWgpeXHKrin5+d4okR97oIpqC9tpQP3XsAqyn5nZrNZqOlpYWWlhYt7z07O0tfXx9Op1Pz17l2oJwbN25QWVmZtO3ByJKPv3tigpVAvGnkfIuTt19uxmIyEI6p/P9/MsbYkp8Sm4mBOQ/PT67xmz99iFKrCV8oSkwIytclcc42O+meXiMcVTGgcnNygXpnCddOHy3oYpGql4y0sW5sbNyQ0hwbG9O6qtK1sZZSLpkoZGcLUq073ySzGUajkdbW1vg9fO0av//7v8/3v/99/ut//a8cPnyYv/3bvy3YtRU7ioJokoEkm3QEKkdGRpifn+fSpUu7FveMRiPBcJRHby0ytuyjpcrB5QMVWLfYcCuKwr1HqvmHpyfxBMWG9ryYKvDHYsRi8IZrx3cNrSvsZl586M4vdFRVCUVVHOa4i18wGiMaU29HWMTbAqPq1kTsDUV5eniRJ7qHCKpGSpwVKOsNKsGISpPTzthygKdG3TRX2DAa4u/z4KKPG5OrXGlLT3I+Me+d2Fo6NDREJBKhurqapqampD7PSEzlwScn49dbbmHBG+Hfb8yw7A3znhftZ34txLgrQEuVHUVRqC6xMOHy89y4m9nVEE+NulEFnNxXxgOXmriwv4KZ1SD/ObDAsstNa52TD7zinjsaN/KJTL1kNqc0ZYqtv7+fUCikRTqVlZW7Ro+JA5CFdE+F4iEZiG88P/axjzE+Ps7Xv/51LBYLZ8+e5aMf/WhWMi57GXcN0ciUViq50FgsRk9Pj+Yln0wNIKoKvjwQZLl/BJPRQEwIfjJUxkdeeXjLVNbbLzczuOjj4b5FIuuLvVFZ7zVUwGEzM70S5J6GeF1mwROif86LyaBworGMCsfW8zJCCB7uX+TL12fwhKIcrnHQXOmgY2KN2bUgTnuQo/UleEMxjtaX0lB+ZzTjCUb5X98b4Nb0Es7SEsLA9fFV9lfZiMUgrKp0z6zRP7tGNKZqk/uKomAywOxaavpyQgiGl/ys+CMcrS/V6kZSq8pisbC0tMTBgwc1+RJZ16mrq9vWcXF+LYTLH6bZaWNo0ceEO0g0pvLIrSWWfWHuPVIN3LkJeXzYzdRKgCanDYOi0Dm9hsmg8EsvbuWnDpbicA/RcuUoR/Y3pKRasBXGXX7+6idj9Mx4OFpfyq+87ACHkvTfybaXzOauqnA4rA099/b27ji4KK+lGPTCiolkhBB88pOfpLe3l29+85t3vG96I8DOKAqiSWZXazKZiEajSRONtIKuqalJWodJCEHvnI/pgAmn0YNZMWO1WOmdWaNrao1DtQ7+89YyQws+DlTbue9oLU67CVUVHKpxMLESIBhWEQJsFgMmg4G6UguDiz5+6p5aemc8/M3j40SiKihQajXxoZe3sb8qHmUFIjGeGXMzvOgnElP5fv8iTruJ2lILHVNrPHxziVP7yrCaFCZXgnRNeXjNyVou7nfy5Kib441lG7rXHumeYHBqiWPN1djsdvarKoPzPs63VPD4iJtJd5CZ1RDhqIo/HKOuzEqJ1YQqBFFVsL/SjhCC6xMrfL9/EU8wxsVWJ68+UUeJZeOtE4rG+KOHBnl2fAWDAmajgY++6jAvOhhfOF0ul5bLlgvYoUOHtPmRwcFBAoEA1dXV1NXVbdh5l1iNGBQFbyjK5EoQh8VIIKJQV2rBE4oyvRLEqBjwhaKUWE0EIzEMisK8J0RNiUWLVPaVW7kxtcbMwhIjtwa4fPZUVhbT1UCEX/pSJ2vBCEaDwvzQMtcnVvm3912kpnTnWkk+vGQsFsuGFJuMLmXXoGzljUQi9Pb2FsXCXmwk85nPfIZnnnmG//t//29BRUzvVhQF0SSDVDrPVldX6ezs1Kygk4Es+i96QjgcDuorbIQjYYLBIF5PkMc6+vhKyMJqxEhliZVxl5/uaQ9vOtfA3FqIAzUOTEqMgYUgKhBTob3WTlSFA1V2VCH46vMzWE0KjeVxYpldDfLt7jl+9eVtRFWVzz86zsCcB4fFSN+cF28wSn25lZgq4nWGmCAaEzRW2KkvtzLuCjLhCjCzEo88SqxGPvTyNg5UO5iZmaF7ZIra6kps6+lCk8FAud2E025mZjVIXZllvb4kGF320zfrocFpQwDnWpycbCqna3qNv3tikjKbCbNR4Qf9iyx7w7z/pQc2vH/f6VngmTE31SUWDIY4Kfyvh4f5x3eX43EvMTw8zLlz5+6wLEicH5HF7cSdt1wEX3ywiu/0LhCOrg/KKgrNlXYiMRV/WOWBS/v4t+dncQciGBWF+0/V88yYG3/49j0TUwWxSJibA/1cOn8ua/4tj9xcwh+OYl/33sEYr9F9r2+BX7y8/WBjIbxkEpWQhRD4fD6ta9Dv91NfX080GkVV1YLt0iXJZGpulw0IIfjTP/1TfvzjH/Od73wnZ2rcex1FQzS7FfyTJRpZ9D9z5kzSO8TEon91iRm3P4w3FMVpN1PpKKUsasZYWsbNqQUqTREWfAo2u525SIThBR8AnrU17EQot5tw+6NEYiqDiz5ONZXz0sPV+MMxFn0hmhK0vSrsZiZc8YHFW/M+bs17aV2vM8yuBnH7wky5A7h8EVYDEWICbi34ONEYj2pWAxFaqmy0rEdEc2tB/r1zlte1xhexV5y7h3++Poe67h45uxrUjqWAJoBpUBTKrCYutFZw75EaqhwW2utKMBoUHh1yYTcbqHSYCUdVGp02uqY9LPvCG2Z8nhp1YzEZMKynoEqtJly+CI91j1AWWebYqbMb5mzCMRWjomxIWW0ubktdsKGhIdpsdl57uIR/6gpht5g4VFtCicXIhCvMscZSrrZVcaqpnIW1MFUlZpx2M2U2E196egpVCIyKwqzby/GyIFeTqNWlAm8wyuYSWUwIPMHt1S6KwUtGURRKS0sJhUJMT09z4cIFAoHABrMxSfT5EvAsNpL5i7/4C77zne/w3e9+N21fJx1FRDS7YTeXTelKubCwwOXLl5MKbzcPYQYiKt/pXQRg0RNifi2I1WSgva6Er3YtsuKPMAqYDQpmY4BoTGCLrGEKw3zYiMPhIBjx47AYqFuXz59bC3F9YoXLByqoL7Ph9ke0BbpvzovLF+JNf/UMB2scxNavA6Cl0s7wkp/plSDqOgEblLgicu/sGvVlVmxmA/sSajMVNhNdI3PcW1XChQsXiAmFvgU/HZNrDC/6WAtGqS4x882uObyhKOU2ExaTgZgqAIUXH6zSUl0SkZhKRBV0TK7i8oUxGBRKLEYtspDY57TRNb2m/RxTBaFwmP6pJWZUJ2ujQzQ4rVxoqeCpMTfPjK1gNxv42XP7ePuV5g2qzxDfecs6gpTer1pcJHIgyvcnQswsRbFYLJxsruDFh+LXXGIx0VZz+5a+1laJQYEfDy6z7F7lUnWEd7/qCnZbdqfrX3Soir/8yRiRmIrZaCASi3civvTw1t1axeIlA2jurJLwKisr2bdvH7FYTEuxDQ8PY7PZNNLJ1YIr04jFQjJ//dd/zde+9jW+//3vFzx9d7fjriGanWRoYrEY3d3dAFy5ciWpOs5Wk/6dU6vMrga51laJJxTDG4oysxKkc8oDCKKq7PBSiaigCnhiFupKDOwrUehf9BJTwWExsugNI0S8dvHhf+ulwWnldSfrcflCjLv8jCz5mFwJgYC5tTC3FnyUWA3UllkotZoptZpoLLMy6wkRiwrK7WZsJgOrgQiRmOBcixMhYDUYo6bUiBpTGZtdoqXCQsi5n799YgqTUaHJaWMtEGF82ceZ5nLsZiOBSAxPMIrLH8FsjLdmX22r5EWH7ixEXzlQwUO980RVQYnVhC8YxaMKBubiLdXXJ1awmY1cOlDBjwaXWPKGMSoK/mCQw5Um+n0llNsFLl+Yp8fcfPX5WYQAi0nBZDDw14+NU2Yz8qaz28uaJNr8Hj58mFe617gxMkvIs4rTOM34cJi6uro7pOBXAhFGl/zML7qossR4/UvO4sgyyQAcri3ht151mP/9yAihqIrJoPBf7z3AiX13LpbSSyZfKgg7YWFhgcHBQc6fP39HhGc0GjcQvRzM7enpIRaLaV1sm6fl00WxkcyDDz7Il770JR5++OGCN0XsBRSFqCbEp6F3ahHs6+ujurqa+vr6DY9LeYy6urqkZzK2k5P5Xt8C3+icpbHcxvCij7m1EIueEGFVYFIgsunyZGuxQQGHxYBRUVgLxja8YQpQ6TARVWGf08rPnmvksWEXjw27iapigxKeAhypd7AaiLLij+J0mEAIYgKqSuILpDcYpdxu4iOvPEylw8xf/WQMfzjC2uoqlWUODjdW89SYm7VAhAVPGKNBwWRUMBsVzjY5MRgUgpEYA3Neyu1mGp1W3nSmkZ85frulNvE9nF8L8iv/0oUvHEMVUOUwU1tqidc7BJgM8RqPQVF464V99Eyv8sOeaRYCKr6IQKBgVBTCMRUDEF1/cwwKlFlNhGMqR+pK+ZdfurDr57YVwuGw5j8ipeDr6uoodVbymYdHGJxZosQERlsp5XYzv/PqI9t2+mUKXzi+MWl02ii1btzDFZOXDMRTzCMjI5w/fz7lqEoa6S0tLeHxeKisrKSmpobq6uq0XlcxkQzAP/7jP/K5z32OH/zgBwUfVE0BRT0tetdENFvVaFZWVjRP+2Q1mHaa9G+tsjPlDvLUiJtwTGBQQIg4mcS2oFv5kCrAG9pGiBNQo1EECtFIhH99bprKEov212LTcwcX/ajrkVNgLQyAgXgqymaOd1+VWo08PrwMKLysrZS5qXH237OfIy21fPQb/RgVWPZFsJuNRNV4LcQTjLHoDVNTaqFnxoMvFE+jDS/4+B/fvcX/7ZlDFWA3G3l5ezWvPlGH2WjAYjJQV2ajtsyMQVEwGw3xuRW3n9NN5Vr32YInxLOjy5SFFhlbi3fVRWLx4c/I+qtMfIeEQEsJekLbp0R3g8ViYd++fVq6R9Z1Hnr2Jn1jMRpKTVTXVGMymph0B7gxtcq9R3JjP1BiMdFed2dRP9FL5vz58wWXK5mZmWF8fJwLFy6kJdJptVo3TMvL93xwcBCHw6ENiiZTBys2kvnKV77CZz/72buNZIoedw3RyPZmiZmZGYaGhlIq+gshtGNsJSczMOdhyu1HNiolFngzGccymIyoMYEnFGU1EMbrD7Bd8Bbb4nGTEVShUmIx01BuY3YtPoQYi0b5fiDIz19qpqqygs98f5ix5QBGBYLrNRSjIR7NmA0K0ysBPKEIvnCMujILq8EYa6EooajKo0MunHYTZ5rL+ffOOQSC15+OWxZf2O/k6TE3NSUWvKFovL5jNd3usgIsiuDm+CwBxQ5KFIvJQCQWY7uAWQ6ZqgIu7M9OW68UnKyoqOCZ8VWsFgNWm4WlxUUUxUAgasK15kOI6rwpACR6yZw9m5zUTi4xNTXF1NQUFy5cyErqLlHkUwiBx+NhcXFxgyDldp5GkmTy2XW3E77xjW/wmc98hkceeaTg4qF7DUWTOtvNZXNsbAwhBAcOHGBwcJDl5WXOnTuXUtE/FovRMbnGcxOr2C1GXnKoShuqC4Sj/MyfP8WSL5K117QdDAp3dCntBofFQGuVQ5sVcZpV5lYDuMMGfOEYJRYjwahKJCowmxTC6zkqi8lAa5WdmCo4ua8cgyJ4bnyVmvX5HqOi4AlFsZkMWM0GDtWU0Oi0EokJ/uQtJ9abJGI81DPPM+MrlFpN/PQ9NXy/f5HZlRDuQIRJl49QJMZLDlYw7YkyvOjHbFTwhmI73jx2k8L+KgeffdspWraR3EkG/nCMvllP3DSuysLoQA/2yjr+usOH3Wyg3GZizR9iYc3Pzx5UqLZEtQUwlxa/qqrS29tbFF4yEK8Pzc7Ocv78+byk7qT23dLSEl6vl6qqKi3F5vV6i4pkvv3tb/Oxj32Mhx9+mJaWlkJfTjoo6tTZXUM0k5OTBAIBfD4fBoOBkydPplT0j8Vi/OMz0zzUt0A0prLgifujXGhxElUFndNruPzpp3ByDafNyJW2Sp4YcWNSBDU2mAsoxGIqwajAZACBgs1kwJswO2JQoKbUwr5yG6ebyglEYjw2vIwQsOQLE1M3fsAVNgOnmpy4A1FONJbS6LTz2pP1NFVsJPRxl58P/Us30ysBIJ7WK7WaOd5Yyk+GluMNAZuLWtz+NgjgUI2dP37zCY42pJ8ymVsL8r9/MILLHyYWixH0efnVl7Xy0pMHeH5ihX9+dloj0jeda+Te9hrC4bBmMiZrDLW1tVRXV2dNQToWi9HV1aWZ2xVacHFsbIyFhQXOnTtXkPpQLBbTbJWXlpaIRqOa2V6hZ1O+973v8dGPfpTvf//7tLW1FfRaMoBONMkgmYhmZGSE1tZWDh48mNQXNxZTeWZsmeEFLw/1LvDcpCebl5xXHK6xc6i2lN7JZeZ8KiajQlQVWmrKbjbgj6hY16MZm0khpkJNmYVwRGU1FCMSU7VIysD26UADULauSBBV44X+9toS/JEYVw5U8rPnGzEoCm/8yychFqWs1IHdEhevdDrM1JRY+OHNJcIxgaKAxagQicXTZMq6PI8BQFF445l6/uD+9BWTP//oGM+Or1BXYmR52QWWUmqcDv7w9fdgUBTCUZUlX5gKuxmH5c6NiawxLCws4HK5KC0t1VJB6ZqMRaNRbty4QUVFRdINKrmC1Ppzu92cPXs2b1YM28HtdtPT08Phw4e1YVFgW3uJXOOHP/whH/7wh3nooYdob2/P23lzgKImmruiRuN2uxkdHaWsrIxDhw4l9Tc9Ywu85e+7cnxl+cPsSoBIKIDdbEQA4dhtkjEa4ot5MArhaLwbzBcRGIBwVGVhi3TgTjUnlfgCVeWw4AvHGFzw4g/HaK2y8+3ueUaXfLzxoEI0GqO+ohTTusSLQVGIRAX/+2dP8pXr0/zb87O01zoQKPx4cAlvKN4UYTHGh3NjalyPbHDBx5H69NInt+Z9OIwqy8urVFVVYTabmVoJshaMUmE3YzEZ2OfcPr26ucawurrKwsIC169fx2QypayAvJWXTKEg3UI9Hg/nzp0reBOC2+2mt7eXc+duqzIcPnyYQCDA0tKSZi8hbZWrq6tzes0/+clP+PCHP8y3v/3tjEjG4/Hw9re/ndXVVaLRKH/zN3+D0Wjk7W9/OyaTiXe/+928//3vB+Av//Iv+eu//muqqqr4/Oc/T3t7O8FgkLe85S2srKxw8uRJ/uqv/qrgEXC2UTREs90bOz09zfDwMIcPH8btdid1rKMf/0E2L60o4IuCzwMQw2KIv1/hmMBsVIgJgS+sYjVAYvZPBRa8qdWc5KcQXE97ufxhUBQiMRVfOIbTbqRjbIkXVZVw9XAtz0+uUeUwo647Zr7+dLyI+qrjdTw7vsK8J4zdYsRuNuINRTEg1jvOwGo2YDbGNcm2I5pwVOXJUTcLnhD31Jdyct9G4c1qq8qNuTXam2owmc2sBSJUOsyUWuPzQkKwZSSz5WtPML06cuQIPp+PhYUF+vr6iEQiGulUVFRseb/u5iWTTwghuHXrFn6/nzNnzhQNyWxVk7Hb7Zq9hLSxXlhY4ObNm1qEWVNTk9Xh1ieeeIIPfehDfPOb3+See+7J6Fhf/OIXefGLX8xHP/pRvvvd7/IHf/AHjI6O8ulPf5pXvOIVvPKVr+TVr341q6urfO5zn+O5555jamqKX//1X+c73/kOH//4x7lw4QKf+MQn+NjHPsa//uu/8sADD2TplRYHioZoNkN+UdxuN1euXNF2Pbv9zR/+R0+errBwCKsQr8jEIxuA6hIj/oiKyKg/7jbkpH4kqhKJqniFYDTiR1VjlFkUWg8d5qPnbPzJD4Z5bmIFo0HhNSfq+IXLTUBcXuejrzrMf95cYtId4N72av752SkGF/0gwGxUqCm1oqqC9rqtJ819oSi/+fU+hhd9Wjv6G8808Ksvj+fRp6enOWZfY6qqgjlvFIhiNCi840ozX3xqkieG3QgBV9oqePuV5juEQHdDSUkJbW1ttLW1abMjY2NjWmE7cdedqpdMLiGEYGBggHA4zJkzZwrehCAFVZMp/CfahssIc3FxkY6ODhRF0ch+O6XvZPDss8/y/ve/n69//eucPHkyrWMkoqGhgW984xv4fD6efvppTpw4wWOPPcZ9990HwKte9Sp+9KMf4XK5eNOb3oTdbqe9vZ2ZmRlisRjf+973+OpXvwrA/fffz1/91V/pRJMPRKNROjs7MZvNXL58GYPBQCQS2VWCRlVV/un6fB6vtLBILJ4t+NJrZNjcAWcyxGdpSqwmlv3hBBFLQMSHNv1RAzWlVqpKLPzRG45pqsWbF/LaUis/d6FJ+/m1J+v4ja/2cnPei8VoIKaq/PKLW2ko33qn+t2+BQYXvFQ5zCiKQjSm8o3OOV59vA6Db5GFhQVe+7JLvCQseH5ilWhMcKqpnJ8MLfGjW8vUl1lBgceGXZiNBt77ov0pvz+L3hDPjq0QiMQ43VTJuXPNWmFb7rrtdjter5cjR44UBcn09fWhqiqnTp0qGpLZSlB1NyRGmO3t7fj9fpaWljSlb0n2VVVVSUdsHR0dvOc97+ErX/kKZ8+eTeMV3YmXvexl/PM//zN//ud/TmdnJ7/xG7/BQw89pP2+oqKCmZkZIpEI+/ffvgcdDofWkCIfl8/daygaopG7E7/fT0dHB/v27ePAgQPa4zuJaiZO+utIEQJsRlAMCgg41ljGL1xq5kUHKxmY9/K73+zHE4oRiMYjKKspPjA6MOehbt3RUzpX7ga7xcRfPnCa7uk1Fr1hjjWU0lSxfcfRwLwXQ8K8k8lowKCoPNEzxHFnjPPnz8frKBb4meNxP3shBI8NuagpsWhW1HWlFp4ccfGOK80pmZuNu/x86ruDeEPx++6bnXO8+1oL9x2N++fU1dWxurqquYWOjo4yNTVFXV2dVtfJJ2Q7tezKLHSePxOS2QoOh2OD0vfy8jJzc3OajbVMsW3XxNHd3c073vEO/umf/omLFy9mfD0SH/nIR/j4xz/OmTNn8Pv9nDhxYoM2WjQaRQhBeXk5Pp9v28ctFov22F5DUbn1uN1unn32Wdrb22lra9vwRdmOaOSkv5STefNpfZp3NxiU9QiFdeUCARCX3f/iu87xX07WYzMb+YenppjzhDWZHQUIRQUuf4T/88MRHhlYTOPcCmeanfz0PbUbSGZs2c9DvfP86NYSa8F4Xam9tgRVoH3xIqogGApRZY7t2EFlNho01QGIqzrESSq1hfebnXMEIirNlTaaK2047Sa+/NwMwUj8PlxZWaG7u5uzZ89y5swZXvSiF3H8+HGEEPT09PDEE08wODjIyspKzhcPVVXp7u7GZDJx/PjxPUcymyEdXE+dOsVLXvISWltb8fl8XL9+naeffpqRkRE8Ho/2vvf19fHAAw/wxS9+kWvXrmX1Wnw+H88//zwA//mf/6kpHMzNzQHw+OOP09bWxrVr1/jhD38IxFWqx8bGqK2t3fC4fO5eQ9FENPJLe/78+S2lKLYS1dxKTuaTbzzJ17v+M1+XfVdCIU4uJoOC3RxvATYqcQWBZV+EujIrPxhYpGtqBQOgGDYqFlQ6LFQ4LPzN4+Nc2F+RsXbYf95c4sGnJomp8Xbob9yw8P+++jCvOVHP9/oWmXAHiMVUYrEoL9lv59Uv2n7CXlEUXnmsln+7PkNMxF+r2x/hjWdSd9GccAUotd5OyTgsRlYCIVYDUXxrK3d4yUjZ/dLSUtra2ggGgywtLTEyMqJ1U9XV1aWU6kkGcmbH4XBw5MiRPU8ym2EwGKisrKSyslJr4lhaWqKjo4P3ve99XLhwgevXr/OFL3yBl770pVk//+/93u/xS7/0S3zoQx+iqamJz33ucywsLPC6172Oa9eu8dxzz/H5z39es2T45V/+ZQYHB3nPe96DyWTi137t13jDG97Ac889x5e+9CX+4z/+I+vXWGgUzRyNqqr4/f5th8mEEPz4xz/m3nvvBdCiGLjTRlUIwf/+fjd/+/RyTq/5bocUBZWwmQz83TvPcLa5gt/88nUeG1kjqCqYTQZCEZWoKrAYFY43llHpMDO27OdnjtXxksNVnG1xbhkxjC37+fHgMqoQvPRwNYc32Rv7wzE+/G892MwGrcYzvRLg3iM1vPdF+/GHY/zo5gIdAyOcaKrgdVePYdyl7hBV4+6kjwwsIYTgFUdrePXxupTSZgB/+/g4/3lrmaYKK4qisOKPYDEZ+K2X1DI2GjdyS9ZLRnZTLS4u4nK5KC8vp66ubks75VQgLbHLysqSdpLNJaSZW75IZjc8++yzfOQjH8HhcDA8PMzly5d529vexs/93M/l/NxdXV10d3fz2te+VlOAjsVifPvb38bhcPDKV75Se+7s7CyPPPII165dS3qEYxOKuh+6aIhGCEE4HN7xOT/60Y94+ctfvqXy8nZ4ZtTFu7/Umc1L3bNQgBqHkf/xUzV87IcLLASEJvApBzyrS8wcqnEw7g7g9kWpL7NgMhp48aFKfutV7VrUsBKI8Of/OcK3uuYxGuJ1HavJyG+/ul3zjwGYdAf43W/1s895O422FohQWWLmk68/pllyNzc3510aZNEb4jPfG2LeE0IhnpJ74GQZjsB8WqrHEqqqsrKyoqkTWK1Wra6TigmaHAytqqq6I9VcCCwvLzMwMMDZs2eLgmTGx8d5/etfz//5P/+H1772tUQiER599FEmJyd517veVejLyzZ0okkGyRLNS17yki2Vl3fCSiDCo7cW+bsnJ7i5EMjG5e5JSDKxGQRRoRAVG6OeErMBxRAfCg3HBA5zvPssFI3hC8d4y7lGPvCSAzgsRv6fr3TzzNgKMVVgMCiYDAr15VaqHGYefNc5emY8fPHJScbdflZ8EQ5UO6gtsxKJqfTPeWiutPP649WUeMa4p/3wjiKHwXV/nepSS1J1mFA0xjduzPHo0DIVDjNvPtvIhf0V2x67Z8ZDMBKjXF3D74qTTLa8ZBK9XhYWFlBVVSOdnabki2kwFG6TTCpRXi4xNTXF6173Oj7zmc/wxje+sdCXkw/oRJMsQqHQ9hchBI899hgNDQ00NDSkdTP7/X6eef4GK4YK/uzJJeZ9u1tDv5ARt3u+bZVQbjPgsJiIxlSWfdE7LA4sRqhwWHjDmQa+17vAvCe83ngQl8upLbVgNCj86c+e4Lf+vR9VFdjNBha9YfzhGAdrHIy7AoRjKhU2E9FImPP7K/mfbz2NaYt0mRCCf70+w5efmyYQidFSaec3f/ow9zTsPKvxme8P8aNbS5RYjJosz+/ff3Rbssmnl4wUolxcXMTn81FdXU1dXR2VlZVaXScSifD888/T2Ni4oV22UCg2kpmdneX+++/nE5/4BG9961sLfTn5gk40yWI7opFFf5/Px/z8vKaPVFdXR319fVJhupxMvueee6ip2ehHEghHeWrUzae+e4up1Z2jqhcyFMBqjFsP+CN3+umYDGAyGCixGlGUuOCnPxLDZDAQVVUcFhOnm8q4uN/J1zrmqCm1xO0CYiouf4ST+8p5fmKFWoeRUDCI3eFgNaTyh6+7hxP7yvinZ6b4z5tLlNpM/NyFfViNBj750OB6Ws6AOxCh1GriH951Dpt562L7oifEe750g0qHGdN6ms/lC3OqycknX3/nhHiil8x2E/aqEPxgYJGH+xexm428/nQDF1srMny30Vp4FxcXcbvdOJ1OqqqqmJqaKgr1ASg+kpmfn+d1r3sdv/3bv80v/MIvFPpy8omiJpqi6TqDeNfOZuJLLPrLjp5Dhw7h9/tZWFigt7eXaDSqkU5paekd6YbZ2VlGRka2nUy2W0y84mgtrzhay2ogwv/X3nnHR1F2bfia3U2vpBJqIIROCAm9vfQOCSIdAZGqIMUuoFgRBZVPRVBBpSgtoTepAgHpPQlpQEhCek92s2Xm+2PZkUgxQEIC7vX75X1x2zyzOzP3nOc55z6Xk3LQ6Qxsu5jCgegMisyBD3B7rUYhUKS/W2QA9CIYRBFLpUC+1nDb+kWQowYHaxXTOtXmUJTR4SFHrSc5VyN3GtXoDSgFiaIiDfb29iiUCgStlqQcDTsup3A4OgMbSyWZhTo+2x1DLTcbctQ6UvOKEAQBVzsVeRodl5Py7nuhN9XEIElkFOiMU3uCQI76bquekvaS+eX4TX4/nYjydvHrietZzO5Vl46+rg//Jd+BKYW3cuXKiKJIamoqkZGRgDF1VhTFEjcYKwsqmsikp6cTHBzM66+//l8TmQpPhRKaO7lfu2UTtra2eHt74+3tjUajkU9CrVYrF9M5ODgQFxdHZmYmzZs3L5Ebr5ONBe18jBFPp/pGG4yLibn8EHado1czKftuNRUbUyRzPyQgr8iAUgFFehFRlHCwVtHR15W3etShkq3REXrThWSScwvl5AFRguhbueh0emwq2aFQKtAbRCQJ3OwsORqTidMdUUiuRs/5m7kUGtt4IgG3cgw4WqvkQs17UcPFBmcbFZeS8uTxihI0/0fztTt7yTyowl6tMxByLgk7S2NUZRrb6pMJdwlNQZGeE9ezycjXUtfTDr+qJXcq1mq1xMXFUb9+fTw9Pe9qMPak3Y/T09O5evVqhRGZzMxMgoODeeWVV57Fhf6nngopNP8mMv/E2tparhg2eVJFR0eTm5uLlZUV9evXf+TFW+F2geF3Q5sCxgvQriupLPnzGtcyNY/0mc860u3/EZBQKgS8nKz4qH/9267TIn5VHWlew4nd4WkYJKPzdCUrAa1OR/0qlbiZpUEQDOgMEpUdrVi0P5aMAi0qJTjc4UKg1hktcUxHh0GCAq2BRl7372+jVAhUcbLm8m2hETAmOZy4YbSZsbFQPlQvmYIiAxq9WMy401IpkFFQfAo2W63jgx1XSczWIN1ul9CroUeJbHHUajVnz57F19cXDw+jA4KjoyOOjo74+PigVqtJS0sjJiYGtVpdbF2nLCxoKprIZGdnExwczLhx45gwYUK5Z9+ZuZsKJTSCIMgCU1KR+SdWVla4u7uTlJRE1apVsbe3Jz4+nvDwcNzc3B77BFQoFPRtUpm+TSpzNTmXZUdvcPpaJunq/479jaXK2A7gQbGNXgJBAgmJqJQCOi48QpFBwkKlpJ6HHTVdbKjmbIlOhNQcDak6EAWBqs7WBDWtTExaAadv5JCUo8FGpUBCIj5Tg5WqCCsLJRYKAQHjupApWcH0i2ardbja3f/GIiFbQ2UnK1SCAoXCmKyQq9FzK0dDDWerh+olY0z3tuN6RiHONiokoEAr0rtR8WjmUFQ6CVkaqjgZa3J0BpE94an0bOj+QBuegoICzp8/T926de/bw97GxqaYNUt6ejqJiYlcuXIFZ2dn2ZqlNJIYTCITEBBQ7g3LAHJzc3nuuecYMWIEr7zyillkKigVKhlAq9Wi0+keOn35TvLz87lw4QK1atWiSpUq8uN6vV5OIc3NzZWrtF1dXUvlru9CQjb/dzCWS4l5FGpLy0P52cXOUkAQFBRpDVgqAYUShWD83a0tlCgESM/XUcXJCkdrFbHphajv6NgpAPZWCtQ6EQulAgkwiBJ2lko2TGj+wIv3+9sjORydgbOtUYyKdAZESWLti/5EhV966JThuPQC5m6NJD3faNdTz9OeD/vXo5Lt32L31YFYTt/Ixt3+7+nblNwiXuvmc//1pPx8zp8/T4MGDXB1ffj1HlEUyczMlLta2traylNsjyISaWlpREVFVRiRyc/PZ9CgQfTt25e33nrrvy4yFXrnK4zQZGVl0bt3b/r27UtwcHCJu2jeSXp6OpGRkTRq1IhKlSrd93UGg4H09HRSU1PJysqiUqVKcpX241iDSJKE1iBiqVRwI6OQl1ae4Va+OZPgXigFsLpdr2OpUuBoY4GFQiA+WyNHJrc7IGCtUqDR3y3dKoXRNsfUBdRaJdC4qiPLRjR9YD3N9YxCJv12gRy1DgkBGwsFL7evTnV94iNnc+kMIlEpBViqFNRxt73r2N15OYUVx+Op6mSNIAgU6UWyCnX835DGsjnpneTl5XHhwoV/PZZLiiRJ5ObmyqnTJst9Dw+PeybQ/JOKJjKFhYUMHjyYzp07M3fu3P+6yIBZaErOpUuXCAkJYdOmTSgUCgYMGEBwcHCJ/Jvi4+NJTEykadOmDzVvLIqibPl+pzWIu7v7I7e9NaXE5ubmUrl2fTZfSOFCQg7hyflkqc3CY8LOAor0xg6h9irI0xl77fzTGuef/30nLWo6kZxbBBJ4u9kyu1ddarg8+EJ48GoaX+6PJVdjjGScrJWM9jXQoYlPmdn8F2oNzN8dRVSq0b1XEGBoYFUG+t+9vdzcXC5evEjjxo1l65JSH09hoSw6Go0GNzc33N3d7zmtXNFERqPRMHToUFq2bMnHH39sFhkjFfpLqFBCI2/wdtOzjRs3smnTJjQaDQMGDGDgwIE0aNCg2IkgiiJRUVEUFBTg5+f3WPPQoiiSlZVFamoq6enp2Nvby6JT0mQCg8HA5cuXUSqVNGzYsNhYJUni3M0c3tsWyc0sNbr/8Pzag8TjYRgS4MW0zrVRaw1Ucbb+V2cArUFk9C9n0epFXOwsEUWRhLQcmtaoxBeD/UthRPdHZxC5mJhLVqGOOu52eLvefUOUnZ3N5cuX8fPzK2Y1X6bj0ulk0cnJyaFSpUryuk5WVlaFEpmioiJGjhxJo0aNWLBgQbn32yktTMsFj4FZaB4HU1V2SEgIoaGhZGVl0b9/f4KDg6levTovv/wys2bNkhukleZ2s7OzSU1NJS0tDRsbGzlt+n5p0lqtVvaeetBCclp+EZvP3+LE9WyslAICEoeis8zrOvfBQoD7ZVXP6lqb8e1qluhzdAaRT3ZFE3r+FkqFgEoBntYi9nZ2WFioWDU2oBRH/fCYioqbNm16TwfzJ4HBYJDXdVJTUzEYDPJ6Z2m2Un4UdDodY8aMoUaNGnz99dfPjMjcSUREBNWrV//XTqT3wCw0pYUkSdy8eZPQ0FB+++03YmJiaN++PTNmzCh1ofnndnNzc0lNTSU1NRVLS0s8PT3x8PCQT76CggIuXLhAzZo1qVq16r984r23sfNyCr8cjycqteA/He3ciUoAxe3Msnt9J75uNiwfHYCb/b9HnJvO3+KbQ9fIVeswiCKiCBYqBV5OVrSt7co7vXzLYA9Khsn1uCTtjp8EqampREdH4+vrK7dTVigUcoRfknWd0kSv1zNu3Djc3NxYsmTJMycyixcv5sCBAzg5ObFs2TJsbGwwGAwPs2ZcoYXmqfq1BEGgRo0atGnThszMTL788kt69uzJJ598QpMmTXjzzTcJCwu7byfOx9muk5MTvr6+tG3blvr168umhidOnCAiIoIzZ85Qr169RxIZ0zb6NqnMhoktOTCzHYObVab0OpZULCz+5agT7vh/hcKYndbB1xVX27vXzK5lqPnqj6slaix2KCoDC6XRQcBUy6I1SFhZKBnV6tHsXAyicTr0WFwmBdpHa6edlpZGZGQkAQEBFUZkYmJiCAgIwMPDQz7u/fz8UCgUREZGEhYWxtWrV8nMzCzzzrYGg4HJkyfj6OjId999V2oi8+uvv/LSSy8BEBUVRcuWLWnbti0//PCD/JolS5bg7+9Ply5diI6OBoxrRH379qVdu3ZMmjTpsZvaHTp0CFEU5RvV1atXk5GR8cCuwk8bT1VEA8Y7m549e7Jw4UKaNWsGGKOB9PR0Nm3aRGhoKJGRkfTo0YOBAwfSrl27R17ULwk3btzg2rVrWFpaynd8pkyex+VKUi5f7IvlanIueRoRSyXoDfBol7OKgQDYWSpR6wxyVtn9sFZBIy9HXmhdnQaVHZi29hKx6QXF3qcUjGaei9qr8PL0kBe073W3PW/7Vf6MSsVKMGBpZU2hXkSjFVk2wo9GVR68HqIziFxIyCW/SI9/NSecbS1Iyy/i9ZArtwtMwcZCyadBDfCrWvK1FVPkUFHWQO4UmQdNlWm1Wjlz01Qu4O7ujqura6mebwaDgWnTpmEwGPjll19KrWFcXFwcQUFBhIWF4ejoSKtWrZg/fz6dO3eme/furFixgpycHIYNG8bp06dJSEhg+vTp7Ny5k7feegsrKys+/PBD3nvvPRo0aMDw4cMfaRxarZaOHTuSl5fHjBkzqFmzJj/++CMajYbly5fLBboloEJHNE+d0MC/L5xlZmayZcsWQkNDuXDhAt26dSM4OJiOHTuWqr37jRs3SE5Oxt/fH2tra9RqNSkpKaSmpsr+ayYrnEedZtAZRBKzNVgpBTwcrREliY1nE/n2YBxZmqdvfs2UBGD6NixVxu6dBvHvx00HnEKALnXd+GJQQ/SixI5LKczbEXXX59lYKvlpRGM8VEYrory8PLlOytG5EhcT80jJ05KRmcnyE8lYWFpiqVJQpJcIrOHE5wMf3Po4q1DLG6Hh3MhUoxCM7gJzetflYFQ6f4Sn4WyjQrhd9OnpYMWacQElaleQnJxMXFzcY/W2KU1KKjL/xLSuY8rctLe3l+t1SmL7dD9EUWTGjBnk5+ezevXqUhMwURRp3749NWrUoH379gwfPpymTZuSkJAAwOeff07lypXJzMwkPT2djz/+GAB/f3/OnDlDYGAgGzdupE6dOpw8eZKlS5eyYsWKRxrL+vXr+eabb/D392fYsGFcvHiRLVu2EB8fz7Rp0xgxYgRFRUUlERyz0JQnOTk5bNu2jdDQUE6dOkWnTp0IDg6mc+fOj9W46urVq6jVavz8/O55Apj811JTUykqKpJrFpycnEptbjs5R80Xe2PYF5F+38Xyioy9lRJRlHCxsyAh+97O3TYWCmq42FCoNVBYZCCzUCcfkCZRqmRrwS+j/fH1MEaRpjqphFspfHcig/gChew60baOBxqDRHq+lvZ1XBjWvKrc2fN+fHvoGpvO38LFzgJBEMgv0mOlUiJKEkU6g+wULUkS2Wo9a18KxMvpwcdWUlISN27cICAg4LEuxqXFo4rMP5EkSV7TSUtLQ6VSyaJjZ2dX4mNfFEXefPNNkpOTWbduXam2Zvj1119ZtmwZGzduJDY2ltGjR1O5cmWOHz8OwA8//EBmZiY6nQ5PT08mTpwIQNu2bQkNDaVdu3ZERERgaWlJVFQUr776Krt3736oMUydOpUPP/yQS5cuYWdnx4kTJ7h+/Trh4eF4e3szcOBAmjZtysyZM5k3bx41a9b8t++gQgtNhbKgKQucnJwYNWoUo0aNIj8/n507d7J+/XqmT59O+/btCQoKonv37g/VkvfSpUtYWVk90NH3Tv81rVZLamoqcXFxFBYWFrPCeRzRqexkwxfPNSI8PJw8jY6wLHs2nrtFnsbwVNwd5BcZUAiQVXh/q1KtXiQ2rQBR5K6sPOG20uj0Ii//fhEfDzte6+KDr6c9np6eXMpSkKwrxMlah0GvRxTgeGwaH/aoTqBvHaysrIw1T6kFpOUVUdfT/p5JBafjs7G2UMi/lZ2lkuxCPV5OViRq9Jjs13QGCSuVAkebB59WCQkJJCQkEBgYWGoR9uOQkpJCbGxsqURWgiDg7OyMs7Mzvr6+FBQUkJaWRnh4ODqdThYdZ2fn+x77oigyd+5cbt68SUhISKn3/zl16hQTJkygSpUqVKlSBWdnZ86fPy8/r9frkSQJR0dHCgoK7vu4paWl/NjDUrlyZfr160fXrl2ZMmUKLi4uLF68GFdXV4YNG8avv/5KUlISRUVFFBQU8OmnnzJ9+vQyq6sqa555obkTe3t7hgwZwpAhQ1Cr1ezevZuQkBDeeOMNWrVqRVBQEL169brv+opGo+H8+fN4enri7e1dYpGwtLSkWrVqVKtWTa5ZiI+P58qVK7IBoouLy0Mvcur1ei5cuIC9vT2tGzWijSDwcqfa7ItI5URcJqfic8hRG1d0LJUC2Ro9hgo22yZKRm+wBz1/r/NYuP0cQKHOaGyZnFvEmRs5rH0pEB93OyKT89DrtAiW4OzkBIKAIVdDbFo+Us5pBKWKjdeUnE8uQqU0fvfTOtWiv1/xbp7VnW1IyFJjdzvw0BkkFAp4sW0NPt4VRbZaZ7ydFATGtKr2wAgpPj6eW7duERgYWKYN1EpKaYrMvbCzs8POzg5vb2+KiopIT0/n+vXr5OfnF1vXMa29SJLERx99REREBJs3by4TIW7YsCHh4eGAcf9v3bpFtWrVSE5OpnLlyoSFhdG/f39q167NRx99xMyZM8nJyeH69eu4u7vTpk0bDhw4wKBBgwgLC6NWrVol3rYpk2zOnDmEh4fz66+/0rZtWwIDA5k8eTJFRUU0aNCA+fPnExwcTNWqVTl27Bj+/v5PrcjAf2DqrCQUFRWxb98+Nm7cyL59+wgICGDAgAH06dMHJyejfXxERATp6en4+vo+sK3ww6DX6+UFVVOhnMl/7d8WPYuKijh37hxeXl7UrHn/OhKdQcQgSqiUAieuZfPprigSstRP5VTbg7BWKVAIUKSX6N7AnY8H1GPO+lMcuanBw9EGFztLBCCjQMcnQfWJSS1g87lEIlMLcLKUsFAIiIISAwrWvBhI5Tumvq6m5DNr42WKbtvgCILA0MAqjG9Xk/BbeWy9mEyB1kC3em509HXlTHwO2y4lYxChT2MP2tZ2AeD69eukpqbSrFmz/4TIPAiDwSA3dcvMzGTjxo14e3uTlZXFuXPn2L59e5klR6jVaiZMmEBcXBwZGRm8++67KJVKFi9eTJs2bdizZw9nzpzB3t6eHj16UKNGDaKjo2ndujULFiwgIiKCoKAgBg0axKpVq9i2bZucmHQ/TOvKGRkZuLq6EhsbS2xsLLt27WL9+vXUq1eP6dOn065dO1599VXCw8OZOXPmw7Q8qNBTZ2ah+Qc6nY6DBw8SEhLC7t27adiwIY0aNWLNmjWEhITg7+9fJts1nXgm/zUnJyc8PT3vmcVjcvT18fF5aNErKNJz/mYOp29ks/5cEtmFehTA05xEKWCcRrO2UKLVG/D1sMNVpSM2W0+uVkCrF1EpBTwdrejg40JGgY7zN3PI0ejQ6ERUSgXVnK1ANJCr1jHEV0GAtxtbYnVcuKXGzd6Svo09yFbryVHraFfbhXY+LveMaHdfSWH+nhhESbo9LoHpnWvR1FFNVlYW/v7+ZZoFWVLKU2T+iSRJ7N27l++//57jx4/TqFEjBg4cSFBQEPXq1Xti47h48SKXLl2ib9++cvRgMBjYvn07tra2dO/eXX7trVu32L9/P23atMHHx+eBn2sSmYMHDzJ16lRmz57NiBEj0Gg0XLp0iTFjxmBlZcWKFSuwsLDgyJEjBAYGotFo6NixY0mHbxaapxW9Xs+cOXP48ccfqVq1Kh4eHgQHB9OvXz/c3d3LrGDN5LqbmppKRkYGDg4OeHp64ubmRkFBAZcvX6Zhw4a4uLg81nYyCrR8tieaS4l5pOcXoTVIGMS/7f+Vt9dAKqoI3ZmhJrcMAFpUVpGQD9Vc7RElY9ZYRoGOYc2r0t7HhRkbLlNwO7lAxLifrvaWVLK1IFetp1s9FzaeT0arl7BRga2FAkGhZEL7mqTma7GxUNKzocc9LWQG/XCKrEKd3J9GozWgwMCnHWxp5u9faum5j0NFEhkwXoi/+eYbtm3bxs6dO0lMTGTLli1s3bqVrVu33rc9wtOAKIooFAqOHTvGW2+9xeTJk/n9998ZOHCgXMMzbdo08vLyuHTpEqtWraJhw4Z07NiRd955h969e5d0U2aheVr54IMP2L17N1u3bsXFxYVjx44RGhrK1q1bqV69OgMGDCAoKIjKlSuXqeiYrHBSUlLQ6/V4e3tTvXr1Upm/liSJhGwN2YU6fjuVQGRyPukFWvQGCVd7SxQCuNiqOB+fi7aCHwkWSoEqdgKtq9uxI6YQg2gsxqzmbE1hkZ6RLavhaK3i7S0RxoZp0t8JBtYqAWdbo9ik5mnIVhswdsERcLBSoNUZ0InG9gZKpRIrCyULn2tE02pOXEnKY+mR68Sk5ZOcq8XZ1gI7SyVIUFhUhFonsnd6W+yty3/h35RSHRgYWCGy3SRJ4ocffuD333/njz/+eKrXIe5HWFgYb731FlOmTKFp06ZUq1aNUaNG0aNHD1599VW++uorXnzxRQ4ePMjbb7/NTz/9hKurKw0bNnyYzZiF5mlly5Yt9OjR4665YlEUOXXqFBs3bmTLli24u7vLolO9evUyEZ2EhATi4+Px8fEhOzu7xP5rD4MkSSTlaAABhSCRVajH29UWGwsFEcl5XEjIxd5KiVIQOBmXRlh0OnqFivQCY8KBKJXfwVLF0ZLnakMb38q8fyid65lqLJUCokFCd3uNqm2tSiTnFRGRXHDX+z0dLJnWqRarTyWQq9aTlq812mYIAgZRRAKsVUoqO1ig1+vJVeupXUnFa52qM2dfMjqDhK2lkvgsNVq9SBVnaww6LQU6iSbVnPlhpP8T/kbuJjk5mWvXrlWYlGpJkvjll19YsWIFe/fufewIvaKRkpKCp6cnb7zxBtHR0WzevJmOHTvSvXt3Zs2axZAhQ3jttdfo0qWL/J7Vq1ej1+sZO3bsw27OLDTPMibriA0bNrB582bs7e0JCgoiKCiIWrVqPbboSJJEXFwcmZmZ+Pv7y4vIkiSRl5dHSkoKaWlpWFhYyKJT1hXmJl+uWnUbkq23IC49n5DzycSlFZJfpENnkFAKRsv/J4UANPSwoqWPB2tPJyJJxtRo0xCUt38Gg3S3c7SFUmBY86q809OXAd+fRJJEknKKjNllAvJ0YmVHKxysjesrGp2IEonePtasu5SNo5UCCwsLREHB9UwNlgqwUoKboy1fPt+I2m52T+7LuAcVTWQAVq1axZIlS9i3b99TPT12L65cucLJkyfp1asXBw8e5I8//qBGjRrMnTuXt956ixo1auDv74+HhwfVqlVj7969BAcHP87Uqllo/itIksSVK1fYuHEjoaGhqFQqOdIpSU+dfyKKIhEREej1eho3bnzfg1CSJAoKCmRXAkEQZNNPO7vSvcClpKQQExODv79/sc82NX0ziLBwbwx7I9PIUesQpb/TkP8NS8Wji5OAMYXbUqVErTNGWPfolXbP99lZKflplD9+VR355lAcm88nY22hIDVPi1pnwNZCgYO1BYIADtYqY2FmoZ4Ovq40qeLIj2HXcbZWodPp0Ol05GgkWldR0jfQh7Z1K2NlUb7rMrdu3eL69esVSmTWrVvHokWL2L9/P56enuU9nFJHkiS+/PJLVq9eTe/evfn000/p3LkzrVu3Zvz48Tz//PO0atWKyZMnk56ezt69e5k9e/bjtIYwC81/kTt76oSGhqLVaov11Pk30TEYDFy8eBFra2vq16//UCJVUFAguxKIoljMf+1xIqybN2+SkJBAs2bNHriILEkS72+/yqkb2egNxvqWf/M1UypAFB//YKtkq6JQa6BIX/JP6t/Eg7l96nE4OoPUvCIu38rj/M0cJAkCajjxZo863MhQM3trpDyN5mJrydeDG2EQYdJvF2TBysgtRBBgQa9qSAWZaLXaf3WFMIgSN7PUONtY4GxbumnPFVFkQkND+fTTT9m3b1+xduvPCqYEgBEjRnDjxg369u3LhQsX6NmzJ0lJSaSkpHD16lUUCgU9e/bkwIEDdOnShZkzZz7OZs1C81/HNP1l6qmTk5Mj99QxOeLeiamvjbu7+0MVht4LtVoti46pMtvDwwNHR8cSf66pJ1B6enqJa0COxGTw+R8xCIKxdfK/RReWSgHtv6nRAzBNh9lZKrC2UJBRUDLrURsLBd3qu3EjU01qnhYAgygSWMOZPo09+Z+vKxa3izmzCrWcupGNlUpJS29nbG5HKsfiMvn20DUSMvJwt7Pgzd4NaFXLuN6g1Wrl3i75+fl3FeheSszlve2RpOVpUSgEgvw8mdHFB6Xi8a8bFVFktm/fzty5c9m3bx/Vq1cv7+GUKZcvX6Z27dp06dIFNzc31q1bh52dHWfPnuXixYsUFBTQrFkztFotnTp1etzNmYXGzN9IkkR8fDyhoaGEhoaSnJxMv379CA4OJjAwkMjISNatW8ekSZNK/W6vqKhIFh21Wo27uzuenp4P9F+TJKmYr1tJ55BFSWJ5WDzbLyWTmK2hUCdiqRTQGaS7DigLBXg4WnMrR3PPabZiRpu3//3Pl5n61mgfIhdbABytFVhbqEjPN4qMQhAQMWY1uDtYUd/Tni+ea4id1f1rXwwGA+fOn0dpbY9fA1+U93F4uLNANzs7G1sHJ2YfzqdQL2FnqaRAa0CtNRDU1Is3uvvIHmqPQkUUmT179vDWW2+xZ8+eh6qmfxq4fv063t7exR7T6/X88MMPxMbGIggCmzZtol69eri4uJCYmMisWbPo379/aQ3BLDRm7o0kSdy6dUsWnaioKHQ6HdOmTWP69OllWnPxzzttNzc3PD09cXZ2liMsURS5cuUKgiDc1Za6pGQUaEnO0fDdn9eJTMlHIUB6XhFKpQIrlYICrQFnGwsUAmQWaNGJf58xJjdni9vRjmkdxiBK6CVjNGJnqUClVGJroeRmViGGh1gTUgpgoVRgkCQkSUIpCBTdjqoslAJVnKzQ6iUmdazJkIB79xnS6/VyV9WHSf4QRZFDV24yd9d1VIjk66HIYLTbsVAK+Fd3YskwP7ke52EwiUxF8VID2L9/PzNnzmT37t3UqVOnvIdTqqSmprJu3TrGjRtHWFgYLi4uNG/eHDC2I6hduzYAHTt2pF27drz33nv07t2bWbNmMWDAgNIahllozPw7u3fvZsqUKQwfPpwzZ85w9epVevbsycCBA2nbtm2ZVpPrdLp79ha5efMm9vb2j5TI8E9ESeJKUh5p+VqcrFVcSsols0CHk42Kg1EZRKfmU6SXsLNSUlikR0JClMDR2gLxtiuySvF3O4F/Yhqds7WSLM29wxobCwEB0OiNn61UCFRztiazQItaJyIgyV08VQqB2m62FGj1+FV1pFt9D0RRonXtSrjaWcrf27lz5/Dw8LjrbrYkRCbnM3HNeZQKgbR8rezfplSAlVJgeueajGr9cHf+JlfoiiQyhw8fZurUqWzfvp369euX93DKhJdffpmDBw/SoEEDPDw86Nu3rxyt6PV6VCoVb7/9NtWqVWPq1Kls27atNKMZMAvNozF79mx2796Np6cnv/766zOX/ngnp0+fZsyYMWzbtk2++zH11AkJCeHixYt0796d4OBgOnToUKYXEIPBQHJyMtHR0UiSJEc6JfFfe1R0BpFtF5P5MSweJ2slWoNEal4RjtYqVoxuhkGUGPLDSbI14j0PRpWAnGwgcLfLMxijlz6NPdh5JbVY0oGngyWiCPlaPTq9iCmHwNXOAg8HS5JztRhECZ1BNKY0KyDIrzLv9KjNpQvn8fLyokaNGo+035IkMem3i5y7mYNaa5CnBE1XDAdL+LCNNXWqe5aofXJFFJmwsDAmT57M1q1badSoUXkPp1TJy8sjNzeXqlWr8vHHH/Pnn3+yZs0a4uLi+Pnnn3n11VeL7fO6devYs2cPP/74Y1mcS2aheVh27drF559/zv79+zl06BDr1q1j2bJlT3oYTwxRFMnNzb1vVbSpp05ISAinT5+mc+fOBAUF0aVLl1Kff9doNJw7d47q1avj5eVFZmYmKSkpsv+ah4cHbm5upR5hSZLE2tNJbDiXhEZnoJarLbO6+uDjbkd8fDxHIxL46pwOrV7E0kKBVieivy0YtpbGvjZag3jfaTMblQIvJyvS8rXkFRWPeFQKAU9HSwyicfpOksDFzjidl63WI0lGMTQVpApAEzeBz/v7UOM+C9o6g8jKEwlsvZCMhETfxp682KYGlqri0485ah2f7Ylh+6VkDJJxDUqhEBBFCRtLJcMDKzOorhWpqakPzGBLSkoiPj6egICACiMyJ0+eZNy4cWzatImmTZuW93BKlZycHMLCwvjiiy+wsbHBycmJFStWYGNjw7Jly1i/fj2zZs0iJiYGpVLJkCFDSE9PJzw8nOeff74shmQWmodlxowZNG7cmPHjxyNJEn5+fly6dOlJD6NCkpeXx86dOwkJCeHYsWN06NCBoKAgunXrVuKeOvfDZNbp6+t7V0c/URTJysoiJSWFjIwM7O2NPV/c3d1L1YlYozNQoDXgcjvN99q1a2RkZODv78+8XTGcv5mDvZWKqyn58rqNraUSvShhqRRQ60T091AbK5UCW0sFeRoDetFYiClxe01EIVDLzRaDJNGihhMBNZy5kanG1kLB8uM3yS7Q3RUlqRTwf0Oa0Kmu2z33Y+mR6/x+KhFrC8Xt/RIZ6F+ZGV3uNmCUJInp6y+xPyrDaMQJWKgUOFipqONhx/JR/oAxmcO0rlZQUCBnsGk0GhISEiqUyJw9e5bRo0ezYcMGAgMDy3s4ZcbMmTO5du0amzdvBmDz5s0sWrSIX375BR8fH2bNmoWXlxedO3eW123KiAotNOVvI3sP8vLy5OkIQRCKNR/6r+Pg4MDQoUMZOnQoarWaXbt2ERISwuuvv06rVq0IDg6mZ8+e9+2pcz9ycnK4dOnSfc06FQoFrq6uuLq6IkkSWVlZcjM3W1tbuVbncS901hZKrC2UxoZk0dHk5+cTEBCAUqnkxTY1eCclgrwiPVYqBTqDsXGa9naTHXtrC0a08GTF8Zvo7kiVVgrGlOUqjjaEFxqPpTu1SEKikZcDVStZ09jLkXY+LigVRtfnDWdvkV1gbMx2ZxtqhSBwKDrjnkKTkKVm1YkEREnC2kKBtYUShSCw83IqUzvVQvWPpApBEHi3d11O3TgFgJWFAhsLJXkaPfU8/v4drays5L5Gpgy22NhY8vLycHd3Jysr655u30+aixcvMnr0aH777bdnSmT+2UJerVbj4uKCVmvMWPzzzz/57LPPeOGFF8jPzwegevXq9O7d+5ldmyopFVJo/tnZzvRDmimOjY0Nzz33HM899xxFRUXs3buXjRs38u677xIQEEBQUBC9e/eWe+rcD5OljJ+fX4kqkwVBwMXFBRcXFyRJIjc3l5SUFE6dOoWVlZUsOo/qDCxJEhEREeh0umJdTOu427FshB/H4rIoKNKTo9byR0Q6WYU6arrYMLZNDTr6unIxMZfzCblob1vhCALYW6ro2dCD8ORrd21PL8Ku8BRcbC3ZciGZ//m68U7POliqFEzp6M172yMp0v+dlq1QgI2FEsd7pDyH38pj5sbL5KiN4lRQZMDVzhIbSwV6Ubrv1F5lR2teaFWNtWeS0BkkRMmAs60FI1tWu+frVSoVBoMBSZJo3749eXl5pKWlERUVhb29PR4eHri7uz/xCCc8PJzhw4ezcuVKWrdu/US3XZaYREYURa5du4aPjw82NjZMmTKFlStXMmDAAJKTkxkxYgTNmzdn4cKFrFq1in379pGUlMQXX3xR3rtQrlTIqbP169dz5MgRvvnmG6KiohgwYACRkZFPehhPLVqtloMHD7Jx40b27NlD48aNCQoKom/fvndFK8nJycTGxt5lKfMoSJJEfn6+bIWjUqnw8PDA09OzxP5rpZFSvfnCLb4/fB1rlRJRkijSi9R0saGOhx27LqeSXqC964JvoYAaLrZYKBWk5RcxoV1NBjStjLONBYfCk3h901XUBlApBWwtlDhYq/huWBN8PYpHjrM2XubczVy0BgO5Gv3f2XC2FnSr5857fe/fX0WSJE7fyObkjWxc7Szo0cADF7t7C0ViYiI3b968a7pMkiTZ7TstLQ1ra2tZdMraA+/q1asMGjSIFStWlEYBYjGGDRtGr1696Nu3L4MGDcJgMNC1a1c+/PBDADZt2sS8efNwdHTkiy++oHXr1kiSxLhx4wgPD6dGjRqsWrXqkW5+TJX+BoOBF198kcDAQKZPny4/n5GRwcqVKwkICCA+Ph4XFxf69u3LZ599RkxMDD/99FOpfQ8PoEJPnVVIodFoNLRt25aOHTty6NAhJk2axJQpU570MJ4J9Ho9R44cYcOGDezcuRNfX1+5p86KFSvIyspi3rx5ZdKXJD8/Xy4QBWTRuZ+gmWx3bGxsqFev3iOnVOsMIj+G3WDn5VR0Bglfd1ve7OHLqhM3ORydgV4USc3TohRAJxrTnBUCxn40Gj06g4SzrQWVbCyY3b0m2uRovLx92Xo1n1M3sqniZIw+mla7O1IcuOwkGp0BS6WC1HwtBUUGREmiZ0MP5vWtJ5tyPg73E5l/YhJ+028gCIIcbdrZ2ZWqy3hMTAwDBw5k6dKlxRqElQZr1qxhwoQJLFmyhF27dtGzZ0/GjRvH6NGjmTJlCj4+PrRo0YIzZ86gUCjo3bs3J06ckBuprVy5khUrVpCSksI777zz0NuPjo7G19eX119/ncuXL7N7924Azpw5I08N3rx5k/Pnz1O/fn3ee+894uLiaNSoEStWrCjV7+IBmIXmUVCr1Wzfvp1q1arRpk2b8hjCM4fBYODYsWNs3LiR33//HTs7OyZOnMjQoUPx9PQss546AIWFhfIFT6/Xy6JjStk1FT46Ozvj4+NTKmPJL9Kj1hpws7dEEAT+upbF+9sjMYiQlqdBEAQkSTLOrUkSliolWoOIAHi72pCWW4TOYKCVtzNDW9SgfR3Xf93me9siORyTQaXbyQx5Gh12lio2TmwhW9k8DgkJCSQkJBAYGPjQSRj//A3c3d1xd3d/oDNESbhx4wYDBgzg66+/pm/fvo/8Offi5s2bDBw4kE6dOtG4cWNef/11bt68iY2NDevXrycyMhI/Pz82btzI6tWrAejTpw9Lly7l1VdfZerUqXTr1o3U1FSGDRvGgQMHSrxt03RZQEAAN27cYNSoUeh0Olq0aEFMTAwnTpzgjz/+kKPubt26MXLkSLp168aCBQv49ttvS/W7+BcqtNBUyDUaMK4/DB48uLyH8UyhVCpp164d69ato2XLlrz++uvs2LGDnj174unpyYABAwgODqZq1aqlLjq2trZ4e3vj7e2NRqMhNTWVyMhItFotrq6uZGZm4uXlVarWJPZWKuzvWEdp5e3MlI7erPwrgexCBSLgaKUir8iAQlBQpDcWbbraW5FVoCX3dhr01TQNH+6M4u2evnSpd/fiv84gcjAqnTPxObjYWeBorSJXbfRaUygUvNnD95FFRpIkjsZm8kdEGjpNIU0cNAzp2uKRMv3u/A1MGWxxcXEUFBTg5uaGh4cHlSpVeqjpyoSEBIKDg/niiy9KXWQkSWLChAl899137Nq1CwBra2t5CtDZ2ZmkpCRq1apVrJbJ9PidSUWmxx5m26ZzoEGDBnTo0IHFixdz7do16tevT69evdixY4c8paZUKnn33Xe5ceMG1atXf9IiU+GpsEJTWuh0OoKCgnjzzTfp1KkTUVFRjBo1CpVKxdixY5k4cSIAS5Ys4YcffsDFxYVly5bh6+uLRqNh0KBBZGdn07hxY5YuXVqmd/1Pgi1btpCXl8emTZuwsLCgU6dOLFiwgPPnz7NhwwaCgoJwcHAgODiYoKCgxzb1vBfW1tbUqFGDGjVqkJeXx7lz51CpVCQmJlJUVCRb4ZT2dgVBILipF/2aeJJfpOdKUh6J2UXUqGQNgsBne6LJL9LjaKkgJqMIhQAqpQJnWwvyNXrWnEy4S2gkSWL+7mj+jMm4/YBR4KZ09MbKQkEr70p4ODx6rdNvpxL5MewGer0Bg8HAX5aW1KiTS4cSRFcP4s4MNpMzREJCAleuXJGdIdzc3B5YWHjr1i2CgoL4+OOPCQ4Ofqzx3Iuvv/6adu3a0apVK1lo7syo0+v1SJJ0V/LQvR43PVZSTMferFmzSE5O5ptvvgFg5cqVBAYGsm7dOqysrGSRAWjWrBk1a9Z8vJ1+RqmwU2elgVarJSgoiISEBL755hs6depEq1atmD9/Pp07d6Z79+6sWLGCnJwchg0bxunTp0lISGD69Ons3LmTt956CysrKz788EPee+89GjRowPDhw8t7tx4L0+/9IBPNy5cvy+0NLCws5EZuvr6+pXrxV6vVnDt3jlq1auHl5YVOpyMtLY2UlBTZ6djT0/Oh77IflVPXs5izNYJ8dRE5WmNadBVnGxytVah1BixVCjZOaFHsPTFpBUz+7QIO1irZcTmrQMfQ5lWZ2P7xLjpFegMDvj+JTqdHIRmwtramQGugeiUbVo4NeKzPvh8Gg4HMzExSU1PJzMzEwcFBLtK9cz0oJSWFfv36MXv2bEaMGFEmY+nYsSNgjAqvX7+OtbU1N27c4OjRowQGBjJ79mwcHBwYM2YMffr04ezZs4iiSO3atfnrr79YtWoVSqWS1157jb1797Jo0SJ5faUkrFixgjNnztCsWTNSUlIICQmhcuXKrFu3DgcHh2IiUwGo0HfAz3xE89NPPzF79mwAsrOzSUxMlFun9ujRg0OHDpGZmcnAgQOxsbHB19eXpKQkDAYDe/bsYePGjQD069ePpUuXPvVC829CIQgCTZo0oUmTJsybN4+rV6+yceNGxo0bJ0eHwcHBJeqp8yAKCgo4d+4c9erVk+2FLCwsqFKlClWqVEGv15OWlkZCQgLh4eG4uLjg4eGBq6trmYlObQeRCfUMpFpUZXtEJgVFBhysjK4DBVrDPafNknM0KAShmK2/QmFsjXAnelHk5PVsErM11PWww6/qv7dpKCgykKfWYaMwYG1jA4KAhVJBSl7ZpfsrlUp57UYURblteFxcHImJicTGxtKjRw+mTp3Km2++WWYiA0aPNBPz5s3D29ubmjVrMnr0aPr27cvvv//O8ePH8fLyokWLFgwePBi9Xk/r1q3x8vJi7NixdOzYkdTUVEJCQli8ePFDbf9///sf48aNA2DatGlUqVKF33//vSKKTIXnmRYaS0tLqlb923X3zjlb+HveVqfTFXvc1taWtLS0x5rjfRYQBIH69eszZ84cZs+eTWxsLCEhIbzyyivk5ubKazpNmjR5qIt/bm4uFy9evG9xKBinSLy8vPDy8sJgMJCenk5ycjIRERFUqlRJvssurZPdVIPSu30AdnZ29PUv5P3tV0nM1gAQUN2JcW3v9jSrV9mY3lykF7FSKRAlCYMIzWv8nZGm1Yu8uSmcS0m58vxAr0YevN7twUkP+RnJuFtLZOktsQaQJNQ6Ax0fc9qspCgUCrleqm7duoSHh3P06FGGDBmCtbW1fBPwuDcdJWHevHnyv7du3crx48eZOXMmXl5eAPzwww/s3buXwsJC+vXrBxizHI8fP86uXbsYOXIkfn5+9/38O9dkUlJS8PT0xMfH6OLw559/cuLECVauXGkWmUfkmRaaf1KSudx7PW5pafnQc7zPGoIgUKdOHd566y3efPNN4uPjCQkJ4Y033iA1NVXuqRMQEPBA0cnOzuby5cs0adLkXwtJTSiVSjw9PfH09EQURTIyMkhNTSUqKgpHR0e5TuRRK+JTU1OJjo4mICBAXmiu6WLLihf8iUsvxEqloJqz9T0vpu72Vkzp6M2Sw9cp0omIkkTTao70bvx3e+KDUelcSszF0UaFIBjbHOy+kkrfxp409HK455hu3rzJrVu3+GigH+9ui6KgyICERFVnG6Z2evK9XARBoGrVqly4cIE5c+bQo0cPtmzZwvjx42nTpg2LFi16YmPx8fGRReBO7pVWXalSpRJFXabfdsqUKTg6OrJgwQL5ORsbG/z9/bl27VqpOJn/F/lPCY3pwpacnEzlypUJCwujf//+1K5dm48++oiZM2eSk5PD9evXcXd3p02bNhw4cIBBgwYRFhb2zDVrelQEQaBmzZrMmjWLmTNncuvWLUJCQnj//ffl1rXBwcG0bNmy2J1fWloaV69exd/f/6EtckwoFIpiUzsmK5yYmJhHqohPTk4mLi6OwMDAu2qJFIJAHfd/L2Id6O9F61qVuHIrD3d7S5pUdURxx8UoMjkf8Y47ZqVCQBCM6zv3EhqTyAQEBGBhYcGGCc05dzMHS6WCptUcSyVN+mHJzc1l4MCBjBw5kldeeQVBEHjjjTd44403MBgeottcBaSwsBArKyuWLFlCfHy8bBezf/9+unbtSsuWLUlPT2fRokVUr16dxo0bl/OInz7+U0ID8MYbb9C/f3/atGnD6dOnWbZsGfb29hQVFTF+/Hiio6N58cUXUalUTJs2jaCgIE6fPs2qVavYtm1beQ+/wiEIAlWqVGHatGlMnTqV1NRUNm3axIIFC4iKiqJXr14EBwcTFxfHxo0bWb9+/WObf5r4p/+aqSL+2rVr2NjYyMWJ93O4vtNW/3FdsL2crPFyunfRa213W7lmx2hjIiFJUKPS3ZX68fHxJCcnF2uZbWOhpG3te08xPgny8/N5/vnnee6555gxY8Zdd/RP+zRSaGgoS5YsIScnh3feeQdPT09CQkJ49913OXr0KO7u7vTp04eYmBhmzJjBpk2bcHC4dyRq5t4801ln9+PixYtcunSJvn37ytb8BoOB7du3Y2trWywEv3XrFvv376dNmzb3DNfN3J+MjAy2bNnC4sWLSUhIoH///jz//PN06NChVB2f/4nJf81UnGhpaSk7TZumxkyFj0/C8bhQa2D6hkvEpRWilyRUgkA7Hxfm9atXLPK5l8iUN4WFhTz//PN06dKFuXPnPpPTRj/88AOrV6/mjTfe4PPPP2fMmDFcu3aN69ev8/rrr9OsWTPA+Pu8//77fPPNN48ckZchFfqH+U8KjZknx7fffssvv/zC2rVrOX78OCEhIZw5c4YuXboQFBRE586dy7Sn/T9tWBQKBZaWlmg0Gpo3b/7ELuhqnYE/ozNIyFJT18Oetj6Virk4V0SR0Wg0DB06lFatWvHRRx89UyJjMBjIyckhIiICDw8PTpw4QcOGDVm+fDlffvkl/fv3p1mzZpw9e5bx48czdOhQABYvXswLL7xw3ySWcqRC/zhmoSkF8vPzGTFiBBqNhszMTBYtWkTDhg2fuPlfRSM5OZnx48ezZs2aYgv/eXl57Nixg5CQEP76669iPXXK2vgxKiqK5ORk+WJ+p/9aeV1ITSITEBBQ7hb/JoqKihg5ciSNGjViwYIFT6SO6Uly7do1fv75Z27cuMHbb7+Nq6srarWad955h9zcXJo3b868efM4deoUhw4dwtfXF1dXVzp06FDeQ78fZqF51vn+++9xdnZm+PDh7N+/n/nz5+Pq6vrEzf+eRgoKCti9ezehoaH8+eeftG7dWu6p87hu0nciSRJxcXFkZWXh7++PSqVCrVbLTtMm/zUPDw8cHByemOjcuHGDlJSUCiUyWq2WMWPG4O3tzVdfffXMiYyJzMxM7OzsWLt2LYmJiaSnp/P7778zYcIE+vXrR506dZg8eTKOjo5GK6E336ROnTrlPez7YRaa/xJr1qxhz5497Ny584mZ/z0raDQauafOgQMHCAwMlHvqlKRPzv2QJImYmBjy8vJo2rTpPRevTf5rqampaDQaWXQe13DyQdy4cYPU1FSaNWtWYURGp9Px0ksv4e7uznfffffMisydrFixAq1Wy/79+2ncuDEzZsxg9uzZTJ48mf379zN9+nR0Ol2FmdK8DxVaaCrG0f2MkJmZySeffMKWLVs4cODAEzH/e5awtramf//+9O/fH61Wy4EDB9i4cSPvv/8+TZo0kXvqVKpUqcSfKUkSUVFRFBYW3ldkTNs2+a9ptVq5e2hhYWExw8nSEp2KKDJ6vZ7Jkyfj5OTEt99++0yKzP2KLTMzM3F3d6dOnTo4OTmRmJhIXFyc3HemovxGTyvmb6+U0Ol0DB8+nHnz5uHr6/vEzP+eVSwtLenVqxe9evVCr9dz+PBhNmzYwKeffkrdunXlnjqurq4P9G0zOUQ3bdq0xBdOS0vLYoaTaWlpxMfHc+XKFVxdXfHw8MDFxeWRL8TXr18nLS2tQomMwWBg2rRpqFQqfvjhh6c+Zfl+mPbr6NGjJCYm0qJFC8aNG4der+fAgQPs2bMHHx8fmjZtir+/v/y+ZykRojyoGEf5U47BYGDkyJH06tWLIUOGANCwYUO5MZKp2LNly5bMmzcPSZIQRZETJ07g7e0tF4Y2a9bMXBh6D1QqFV26dKFLly4YDAbCwsLYuHEjCxcuxNvbmwEDBjBgwIBiPXVEUSQiIgJRFB/aIudO/um/lp6eTlJSUjErHFdX1xJfmCuiyIiiyMyZMykqKmL16tXPnMhs2rSJc+fOUbVqVU6fPo2DgwN//vkn/fv3l4szVSoVnTp1IjAwkJMnT8rZZmZKB/MaTSnw448/Mm3aNJo3bw4YM5lMBYx3mv9Vq1aNiRMnkpmZiV6vx8rKinXr1pGamkrHjh0JCgqSzf9Ku7fHs4hJrENCQtiyZQuVK1dmwIAB9O3bl1mzZtG7d2/Gjx9fJnejBoNBtsLJzMzE2dlZ9l+7n4BUVJF58803SU5OZt26dRV9HeKR+P3331mxYgUzZ87ExcWFCxcuEBYWxrJly8jMzKRKlSpIkoRCoSAjI4Px48fz4osvMmDAgPIe+sNQoUMus9CUIbGxsRw/fpyuXbvK5n9AMfM/091jVlYWu3btonHjxg80/wNjenBYWBiVK1cuFt7/lxFFkXPnzrFu3TqWL19OjRo1eP755xk4cCA1a9Ys06kPURRla/2MjAzZWt/d3V2+cF+7do309PQKJzJz5syRzVLLunD1SWNyYjhy5Ai///47S5Ys4fLly7z00kusWLGCwsJCPv/8c9atW4dCoUCr1WJpaUlCQgLVqlUr7+E/LGahMVN6ZGdn06NHD4KDgzl06BB9+vRh5MiR//maHTBmjg0ZMgQfHx9efPFFuaeOpaWl3MitTp06ZS46JiuctLQ07Ozs5ItYRUphliSJDz74gIsXL7J58+Zn5hi4F+Hh4WzatIlJkybRunVr2enggw8+IDc3l/Xr16NSqQgNDeXVV18t81quMsIsNGZKj7CwMHJycujTpw+XLl1i1qxZuLi4mGt2gOXLlxMbG8snn3wii4kpIcAkOgaDQW7kVtb29pIkERERQXp6OgqFAmtra9kKpzwv7JIkMX/+fI4fP8727duf1gvrfbnT8h9g586dzJkzBycnJwYOHMiJEydk/0JBENi2bRv79u3jjTfeYODAgeU48sfCLDRmSp+IiAjee+89goKCmDFjhrlmh5J1D42NjZVFJz8/X+6p07hx41JP57127RoZGRk0a9YMhUJBXl6eXKujUqnw9PTEw8PjiV7oJUniyy+/ZN++fezcubNUimIrmjOGRqMp9v7Q0FD279/P1KlTcXR0JCgoiJo1azJz5kyOHj3KZ599xs8///w0iwxUcKF59hLl/yPs37+fqKgo3NzcsLa2vqtm535N3p7lmh1BEB4YoZh66rz99tucOHGCnTt34u7uzmuvvUZAQABz587lzJkziKL42GOJi4uTRUapVCIIAo6OjtSpU4c2bdrQsGFD9Ho958+f56+//uLatWvFUt/LAkmS+Oabb9i9ezfbtm0rNeeFVatWMXz4cP744w8WLFjARx99xNSpUxk7dixhYWFcv36d48ePk5qayowZM9i/fz9btmyRa1SWLl2KwWDgxIkT9O7dm6+++uqRxnH69GlOnDjBO++8Q2FhITqdDkmSWLduHd26dUMURQYPHszEiRNZsGABS5cuZf369SxevPhpF5kKT8WYMDbz0EydOpUePXowePBgc83OIyAIAt7e3rz22mvMmjWLpKQkQkJCmDt3Ljdv3pR76rRo0eKh033j4uLIzMyUReZe27a3t8fe3h4fHx8KCgpITU3l8uXLiKIouxLY29uX2tSeJEksW7aMTZs2sWfPnsdyWvgnU6ZMkf+dnJxMlSpV2LlzJ7/88gtgbIO+d+9eUlJS6NChA25uxpbYrq6uxMfHs2fPHqZOnSq/dtiwYQ81nWswGNBoNEyZMgUPDw8++uijYq0oVq5ciZWVFbt372bcuHFERkZy8eJFTp8+zVtvvcWYMWNK4Vsw8yDMEc1TxnfffcfcuXMBYzWzi4uLXLMDFKvZOXz4MJIkyXeLd9bs3Pna/zqm7pGvvvoqBw8e5NixYzRs2JD58+fj5+fHa6+9xpEjR9Dr9f/6WSY/tfuJzL2ws7OjVq1atGrVSvZhi4yM5NixY0RHR5OTk/NYNwSSJPHzzz+zZs0adu3aJbfGKG1Mzhhz5859olG2UqnEzs6O5s2bExYWxl9//SU/98UXX3D48GEAevXqxfjx4xk7dixHjx7lvffe48UXX3zc3TZTAswRzVOGacG/ffv2WFtbs2TJEpKTkxk9enSxmh0vLy9atGjB4MGD0ev1tG7dGi8vL8aOHUvHjh1JTU2Va3bM/I0gCHh6ejJ58mQmT55MRkYGmzdvZvHixUycOJHu3bsTHBx8z546sbGxZGdn4+/v/8hFjzY2NtSsWZOaNWtSVFQkdw9Vq9W4u7vj4eGBs7PzQ0U6q1at4qeffmLfvn1lZm9fXs4YBw4cwGAwcOjQIa5evUq7du345Zdf5PW2s2fP8sYbb8jF01qtlp9//pnRo0eXqMWzmdLBnAzwjFBWNTtm/iY7O5utW7cSEhLC2bNn6dq1K0FBQXTq1Ik5c+ZQu3ZtJk6cWCaV9VqtlrS0NFJTU8nPzy/mv/agJIa1a9fy1VdfsW/fPjw9PUt9XGCcuho+fDht2rRh5syZgDH55KOPPiIwMJDZs2fj4ODAmDFj6NOnD2fPnkUURWrXrs1ff/3FqlWrUCqVvPbaa+zdu5dFixaxe/fuB27TlFn28ssvc+7cOTQaDXXr1mXixIkkJCQwffp0qlSpQkBAAGq1Gjc3Nz7//HMcHBy4du3as9jEsEInA5iF5gkgSZJceWzm2SA3N1fuqXPkyBEqVarEnDlz6N27d5lnkel0OtLT00lNTSU3NxcXFxfZCufOYyw0NJRPP/2Uffv2UaVKlTIbT3k5Y2i1WubMmYPBYCA8PJyuXbtSr149/vrrL6Kjo5k8eTLr169n2LBhtGnThoiIiGe5wNksNP9lRFEsdvKbMprMovP0I0kS8+bN4+jRo4wbN44dO3Zw+PBh2rRpQ3BwMD169CjVnjr3wmAwkJ6eTkpKCtnZ2Rw6dIhatWphY2PDp59+yt69e6levXqZjuF+lHWUnZSUhFarxdvbm2+//ZazZ8+SnJwMQI8ePTh//jzW1tb83//9HyNGjKBly5a8+eabpb+jFYMKLTTy3fYD/sw8Imq1Wvr666+l4OBgKSQkRMrJySn2vCiKkiiK5TS6h2Po0KHSzz//LKWmpkodOnSQ2rZtK82dO1d+PjQ0VPLz85Pat28vHT9+XJIk4/6NHTtWatmypfT8889LarW6vIZfJqxbt07q0aOHVFhYKD+mVqulrVu3Si+88IJUrVo1KTg4WPr555+lW7duSQUFBWX6l5ubK61atUrq3LmzZGNjI/Xu3Vv6/fff7zrunmYOHjwo/fHHH/J/33n+TJw4UapTp4505coVqU+fPlKLFi2kU6dOSRMmTJA+/vjj8hjuk6Qk1/Jy+zPfVpchycnJxMfHo9Fo2LFjB23btqVnz55s2LCBzMzMf637qCisWbOGrVu3ApRLfURF5bnnnmPLli3FpspMPXVWrlxJbGwskyZN4siRI7Rs2ZIhQ4awZs0asrOzy2Q8SqUSJycn4uPjOXPmDDNnzuTQoUM0adKEo0ePlsk2nyS3bt3iwIEDSJKEWq0G/i7OXbx4MTdv3qRJkya8/fbbeHt7M3ToUMaOHYuXlxezZ88uz6H/5zELTRmSmZnJgQMHsLKyonv37lSqVAlRFNm7dy8dO3Zk0qRJJCYmyt394uLiynvId3Hz5k2++uorXn75ZcBYKDp8+HDg7/qIY8eOyfURLi4uxeojRo8eXey1zxIqleqBFeymnjrLly8nLi6OmTNncubMGdq2bcvAgQP55ZdfSE9PL7VapsOHDzNz5kx27NhBgwYN6N69O0uXLiUuLo7WrVuXyjbKA9N0c0REBBEREfLUIMBPP/1EYWEh1tbW/Pbbb9SrV49u3brx3XffkZCQQL9+/fjggw/Kc/hmMAtNmRIQEMAnn3xCYWEhX331ldwLo3nz5nTq1AmVSiU7xm7YsIEtW7YAf59Ypjvf0roQPSySJDFhwgS+++477O3tAcwuBI+ISqWia9euLF26lNjYWN59910iIiLo1KkT/fv358cffyQ5OfmRf+uwsDBeeeUVtmzZQr169Yo9p1QqK4yZ58Oi1+tRKBSkpKTw5Zdfkp6ezvbt2wEYM2YMkZGR2NraMmnSJGJiYggLC2PKlCmMGzcOW1tbPvvss3LeAzNgFpoyQ61Ws2fPHsLDw2nWrBn16tVj8+bNeHl58d1333Hw4EGqVKkiF0z26dOHGzduoFar5USBl156ic2bN5fb9NrXX39Nu3btaNWqlfyY2YXg8VEqlfzvf//jm2++ISYmho8//pj4+Hh69OhBr169WLJkCUlJSSX+vk6cOMGkSZMIDQ2lUaNGZTz6J4der2fhwoWcPXuWefPm0bFjR9auXUtycjIBAQHY29uzcOFC+fXNmzdn7dq1/PXXX7i6uvLJJ5+U4+jN3MnTeZvzFHDw4EH27dvHvn37sLGxIScnh7p169KuXTtsbW0ZNWoUDg4OxMbGYmtrS9++fcnLy8PGxgZRFMnIyCAnJ4fOnTuX2z5s2rQJME6XXb9+HWtra1JSUsydQ0sRhUJB27Ztadu2LV988QVnz55l48aN9OvXD2dnZ4KCgggODqZGjRr3vOE4e/YsL730Ehs2bKBp06blsAdlh0qlIjc3l4sXLzJu3DhatGgBQHR0NAaDAQ8PD/m1kZGRaDQa/P39cXd3p0OHDuU1bDP3wCw0ZYDBYMDCwoL69esTExODs7MzGRkZ7N69G39/fypVqkTDhg2xsLDgu+++Y+HChSxatIgOHTqg1+tRqVScP3+eKlWq4OTkhE6nK5fOhybrDoB58+bh7e1NzZo1zS4EZYRCoaB58+Y0b96cTz/9lMuXL7NhwwYGDx6MlZWV3FPHx8cHQRC4ePEio0eP5rfffiMwMLC8h19qmCI5QRDw8vJi8+bNjB07FoDRo0dTqVIl1q9fz8qVK/nkk0/o168fY8aMkaObZ7FL6FNPCVLTzDwkR48elaZOnSq1atVK2rt3r3Tx4kWpR48e0smTJ6VXXnlFat68udS/f3/JYDBIkiRJY8aMkdauXStNmzZNCggIkKZPny717t1b+uWXX4p9run127dvlzp16iQ/np+fL+Xl5T2x/YuJiZFWrVolJSUlFXv8jz/+kDZv3izp9Xr5sczMTGnNmjXShQsXntj4njVEUZSuXLkiffDBB5K/v7/k5+cnTZo0Sapevbp05MiR8h5eqWI6xk1py1qtVnJ0dJRGjRolHTx4UJozZ4782oSEBGncuHFS9erVpQ0bNpTLeCsQ5Z7C/KA/s9CUASdPnpQiIyMlSTJefIcOHSotWrRIysvLk1avXi0lJSVJBw8elCRJkiIjI6Xx48dLiYmJkiRJUnZ2trRs2TLJ09NTatOmjTRhwgRp3759kiiKkk6nkyRJkiZNmiTNmzdPkiTjifnll19K33zzzZPfUTNPHFEUpaioKGnEiBHP3G9uEhlJkqTOnTtLH374oSRJktSjRw/Jx8dH6tChQ7HXx8bGSq1atZJWr179RMdZQSl3MXnQnzkZoAxo0aKFnPkjCAJubm6MGDECnU7H3r17mTZtGt7e3gCcPHkST09PTpw4QXJyMk5OTtSvX58+ffpw7NgxunXrRnx8PIIgyAvxJ06ckK3N1Wo1+/btk3ucl0YvlfKkTp06dOrUSfYPS0tLo2PHjrRr14733ntPft2mTZto2rQpHTp0kN16JUnixRdfpFWrVgwePBiNRlNeu1FmCIKAr68va9aska31nwXudNCYNm0ajRs35vLly3z++ecsW7aMCxcuULNmTXr06CGvBT7//PNMmTKFkSNHlvPozfwrJVAjM6XMsmXLpKKiIkmSJGnKlClS3bp1pVdeeUU6d+6c/NhPP/10z/du27ZNateunSRJxjvAM2fOSO3atZO0Wu1drzVFQKboqqITHR0tDRo0qNhjQ4YMkZYvXy5JkiS98MIL0rFjx6SUlBSpRo0aUlpampSRkSG1bNlSkiRJWrJkifTCCy9IkiRJy5cvlz799NMnuwNmHpuxY8dKffv2lZYtWyZJkvH3nzlzpvz8uHHjpK5du0p6vV46f/58eQ2zIlLuUcuD/swRzRNEkoyLnC+99BKWlpbk5eXRoUMHfvrpJ7799lv8/f3Jz88nNjaW/v37A8bEAoPBAMD169dZvXq1/Dl6vZ6VK1dSuXJlLCws5NfpdDoyMzPlCKh79+5s2bKFY8eOcfny5QeOrTz5888/OXnypBzBnDlzxlwg+oxzZwS+cOFCtm3bxvbt2zl9+jRTp05l3bp1JCYmsmDBAgCWL19O48aNadiwoTmL8SnCLDRPEFN6qslI0MHBgeHDh9OhQwf5hNuxYweSJOHh4YEoiiiVSvn1r732Gt26daOwsJCjR4+yY8cOVq9eLadymj7jwoULzJs3j7S0NE6dOoWfnx+1a9fmwIEDfPPNN8Ve+8+xlefUm5+fH/v27ePw4cPMnz+f119/3Vwg+gxz53TZa6+9Rvv27Rk7diwTJ05k6dKluLi48P333zN16lQ5lfno0aN8/fXXTJkypVgXTTMVG7PQVBBMJ1z9+vV57bXXgL8v+idPnmTy5MlYWloyfvx4Fi5cyOHDh/nqq68YN24cTk5OwN9pnbVq1eLSpUsUFhayf/9+AgMDMRgMaLVaevbsWWx76enpLF68mO3bt8tV2OVF48aNqVu3LgBNmzblypUr5gLRZxjTsTZ27FjWrl1L69atWbhwIU5OTowaNYqXXnqJI0eO8OWXX2Jtbc2NGzf4448/uHr1KjNmzHhq3Q7+i5iFpoLRtGlTWQxUKhWiKBIaGoqfnx+//vorYBSHXbt2MW7cOPr06SNb15gurPb29ly+fBlnZ2eOHDlCu3btSExMJCsri+7du7Ny5Ur5Pbt27WLfvn38/PPPNG3alJUrVxYbT25uLunp6U9k30ePHi3X7qxbt46AgABzm+pnnG3btqFWq+nQoQOfffaZ3P3Sx8eHl19+mWrVqmEwGMjMzGTRokXcvHlTTqQx8/RgviWo4CgUimJ+TaNHjyYvL4958+bRtWtXDhw4gFKpRKfTyXd4MTExDBo0iF9//RWVSkW1atX4888/cXNzQ6lU8vrrr7N8+XIAzpw5w8svv0zv3r0ZNGgQUVFRZGRkYG9vj5WVFf/3f//HiRMn2LZtW5nv6/z58xk5ciSFhYVUr16dZcuWERcXZy4QfYbp0qWLvB7p5+dHYmIiaWlpfPTRRxw9ehQPDw++//57GjdujIuLCwMGDMDKyqqcR23mYTE3PnuKEEWRY8eOUb9+fdzc3ABjskCrVq346quv7rLdePXVV/H09KRHjx4cPXqUhIQEPDw8iIyM5OeffyYlJYXJkydTuXJlJk+ezHPPPcf8+fMJDw+nsLCQ1q1b89lnn/Huu+8SHBwMGB2pr1y5QkBAAHZ2dnIUVZZ+bOY21U+G2bNns3v3bjw9Pfn1119xd3d/ItuVJImIiAgmTpyIh4cHDRo04J133uHixYsIgsCGDRv48ssvn8hYnmIqdL8R89TZU4RCoaB9+/a4ubnJF3iFQsGoUaM4evQoOTk5vPHGG0RERABGi//27dvLveYzMzOxtLTkww8/BGDfvn04Ozvj4ODA0KFDad26Nc899xw9e/akV69exMbGEh0dTVhYGImJiSQlJVGpUiXefPNNIiMjyc/PL9ZTR7pd31Da+Pj4MGrUqGIiA8ZsuqCgIFlkACpVqsSIESPMIvOQ7Nq1i2PHjnHq1Clef/115syZ88S2LQgCderU4ejRo4SGhpKcnMzgwYNJTEwkMjKSjIwM83rbU4556uwpxXRxFwSBGTNmoNFo0Gg0pKWlMWHCBHQ6Hbm5ueTk5JCZmUmlSpWYP38+YFwoBzh16hQDBgxg4MCBXL9+nREjRrBnzx6USiW9evWSzTOnTJmCWq1m06ZNuLq68tlnn+Hv78/IkSNRq9X06dOH4OBgPD09n4pGbv/k119/5fDhwyxfvpyoqChGjRqFSqWSM6AAlixZwg8//ICLiwvLli3D19cXjUbDoEGDyM7OpnHjxixduvSp3H+APXv2MHLkSBQKBZ07d5ab1z0pLC0t5Sy05cuX06VLF5ydnWnatCmdO3d+ar9XM0bMQvOMYG1tjbW1Nb/88gsA4eHhbNu2jUWLFpGRkYGvry8xMTHUqVMHlUpFWloacXFxREdHo9VqOXnyJCtWrOCjjz6SU4T37NnDyy+/TO3atTl16hRZWVm0adMGS0tL9uzZw9q1a7l69SqbN29m+PDh2NnZ8eqrr9K9e/dy/CYejri4OBYuXEhYWBgAL7zwAp999hmdO3eme/fu9OrVi5ycHL777jtOnz5NQkIC06dPZ+fOnbz//vsEBgby4Ycf8t5777F27Vq55udp487UcEEQimX1PSkUCgWSJLFmzRqaNGnyVB1HZh6MeersGaVhw4a89dZb/Pnnn2zatInmzZvz0ksvUadOHY4fP050dDQ1atQgODiYlStXyv09Ro8ejYuLC4WFhcTGxhIUFARAfHw8oihSr149Zs+ezYcffki/fv34/PPPGTduHFu2bMHDw4OLFy+W856XHFEUGTVqFI0aNWLlypVkZGSQmJhIly5dEASBHj16cOjQIfbv38/AgQOxsbHB19eXpKQkDAbDM1Ug+s+Uca1WWy7jEASBAQMGyIkc5imzZwNzRPMfwNfXl9mzZzN79mwiIyOpXLkyzs7ONG/eHEtLS/r3709WVhYAjRo1olGjRvz888/4+fmhVCpJT08nPj6eqlWrUlRUxM2bNzlw4ABVqlShe/fubNq0iTZt2mBlZUXXrl3LeW9LzqpVqwD48ssviY2NpXnz5lSvXl1+3lT0qdPpihWI2trakpaW9kwViJpSwwcOHEhUVJTcUbU8cHR0lP9tnjJ7NjBHNP8x6tevLxd4mubFK1euTIMGDQDku9oNGzbw/PPPA3Djxg3S0tJo1qwZR48excnJibfffptWrVpha2tLy5YtuXnzJjqdDn9//3LZr0fh1KlTTJgwgSpVqtChQwecnZ05f/68/Px/qUB0wIABhIWFMWPGDIYMGfLE12jMPNuYheY/yJ13if90AjC55IqiyLBhwwDjtBlA7dq1+emnn/jf//7HypUrGTVqFH5+fjg5OXHp0iUaNmz45HaiFGjYsCHh4eEApKSkcOvWLapVq0ZycjLwd9HnnYWgOTk5XL9+HXd392eqQNTa2pqwsDDatWvH999/z5QpU8p7SGaeIcxTZ2aK0bZtW06cOIFer8fCwoL09HROnjyJtbU1VapU4d133yU0NJTOnTsTGxvLRx99RG5uLteuXWP8+PHlPfyH4sUXX2TChAm0bduWjIwMFixYgFKppH///rRp04bTp0+zbNky7O3tKSoqYvz48URHR/Piiy+iUqmYNm0aQUFBnD59mlWrVj2RotayxMbGhsGDB5f3MMw8g5gLNs08EIPBIPd7adeuXbHnzpw5Q/Xq1blw4QLr1q3jp59+Ko8hljoXL17k0qVL9O3bF2dnZ8D4PWzfvh1bW9ti2VC3bt1i//79tGnTBh8fn3IasRkzFbtg0yw0Zh4Kg8GAJEmoVCq0Wi07duzg/Pnz2NjY8Pbbb5f38MyY+a9SoYXGvEZj5qFQKpWyp1pSUhI//vgjqamp5i6HZsyYuS/miMbMYyNJkjkN1YyZ8qVCn4DmiMbMY2MWGTNmzDwIs9CYMWPGjJkypSTpzebbVTNmzJgx88iYIxozZsyYMVOmmIXGjBkzZsyUKWahMWPGjBkzZYpZaMyYMWPGTJliFhozZsyYMVOmmIXGjBkzZsyUKWahMWPGjBkzZcr/A3gSHwUWY4IeAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 800x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "plt.figure(figsize=(10,6),dpi=80)\n",
    "ax=plt.axes(projection='3d')\n",
    "\n",
    "ax.scatter(fund_manager_df['累计从业时间'].tolist(),fund_manager_df['现任基金资产总规模'].tolist(),fund_manager_df['现任基金最佳回报'].tolist())\n",
    "\n",
    "ax.set_xlabel('累计从业时间')\n",
    "ax.set_ylabel('现任基金资产总规模')\n",
    "ax.set_zlabel('现任基金最佳回报')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3651976",
   "metadata": {},
   "source": [
    "他们都说选基就是选基金经理，所以我分析了一下，看起来管理规模和从业天数在中间值，收益反而不错，也可以理解，规模太大的不敢动，从业太久的怕风险，等着养老..."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b061f238",
   "metadata": {},
   "source": [
    "#### 资产规模分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "b0dff1d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_1['资产'] = df_1['资产规模'].str.extract(r\"(\\d+.\\d+)亿元.*\")\n",
    "df_1['资产'] = pd.to_numeric(df_1['资产'], downcast='integer')\n",
    "distribution = df_1[\"资产\"].groupby(pd.cut(df_1[\"资产\"], range(0, 125, 10))).count()\n",
    "distribution.plot(kind=\"bar\", figsize=(12,6), color=\"green\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ae57059",
   "metadata": {},
   "source": [
    "大部分规模都集中在10亿元以下，还好，可以理解"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78d1d124-34e6-4a38-8d12-501dc60c0811",
   "metadata": {},
   "source": [
    "#### 近1年收益率与资产规模关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "ccf50db2-489b-4270-9892-6de8eab2b343",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_1['资产'] = df_1['资产规模'].str.extract(r\"(\\d+.\\d+)亿元.*\")\n",
    "df_1['资产'] = pd.to_numeric(df_1['资产'], downcast='integer')# 清除脏数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "823447cc-643a-4f75-82e9-e173b67f7b45",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clear = df_1[['近1年', '资产']].dropna().sort_values(\"资产\",ascending=False)\n",
    "#fig = plt.figure(figsize=(16,8)) \n",
    "#clear\n",
    "#clear[\"资产\"]\n",
    "#clear['近1年']\n",
    "#plt.plot(clear['资产'], clear['近1年'])\n",
    "plt.scatter(clear['资产'], clear['近1年'],alpha=0.5,s=300)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1e7c583b",
   "metadata": {},
   "source": [
    "y轴是收益率，x轴是基金规模，懒得打代码了，从这可以看出，基金规模在50亿以下的收益和那些大规模的基金收益率五五开，因为大规模的不敢动，小规模的反而操作更灵活一点，这里有个政策，连续60日小于5kw的持仓人数少于200的会被清退，收益这里建议选5亿-50亿之间的，反正收益率都五五开，被清退的风险还小点，哈哈"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3fa94622-9ccb-4a24-a2a1-17ac4defeea2",
   "metadata": {},
   "source": [
    "#### 近1年基金收益率排名前50中 持仓股累计占比排名前30"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "2e574108-c119-4e9e-b645-2628421fc212",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>基金代码</th>\n",
       "      <th>基金名称</th>\n",
       "      <th>截止日期</th>\n",
       "      <th>单位净值</th>\n",
       "      <th>日增长率</th>\n",
       "      <th>近1周</th>\n",
       "      <th>近1月</th>\n",
       "      <th>近3月</th>\n",
       "      <th>近6月</th>\n",
       "      <th>近1年</th>\n",
       "      <th>...</th>\n",
       "      <th>成立来</th>\n",
       "      <th>起购金额</th>\n",
       "      <th>原手续费</th>\n",
       "      <th>现手续费</th>\n",
       "      <th>成立日期</th>\n",
       "      <th>基金经理</th>\n",
       "      <th>类型</th>\n",
       "      <th>管理人</th>\n",
       "      <th>资产规模</th>\n",
       "      <th>资产</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>d005669</td>\n",
       "      <td>前海开源公用事业股票</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>3.6971</td>\n",
       "      <td>0.08</td>\n",
       "      <td>3.99</td>\n",
       "      <td>5.63</td>\n",
       "      <td>18.08</td>\n",
       "      <td>62.33</td>\n",
       "      <td>120.49</td>\n",
       "      <td>...</td>\n",
       "      <td>269.71</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.50%</td>\n",
       "      <td>0.15%</td>\n",
       "      <td>2018-03-23</td>\n",
       "      <td>崔宸龙</td>\n",
       "      <td>股票型</td>\n",
       "      <td>前海开源基金</td>\n",
       "      <td>166.29亿元（截止至：2021-09-30）</td>\n",
       "      <td>166.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>d000729</td>\n",
       "      <td>建信中小盘先锋股票A</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>4.0990</td>\n",
       "      <td>-0.07</td>\n",
       "      <td>1.04</td>\n",
       "      <td>-2.01</td>\n",
       "      <td>9.13</td>\n",
       "      <td>36.68</td>\n",
       "      <td>67.51</td>\n",
       "      <td>...</td>\n",
       "      <td>309.90</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.50%</td>\n",
       "      <td>0.15%</td>\n",
       "      <td>2014-08-20</td>\n",
       "      <td>周智硕</td>\n",
       "      <td>股票型</td>\n",
       "      <td>建信基金</td>\n",
       "      <td>9.47亿元（截止至：2021-09-30）</td>\n",
       "      <td>9.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>d001877</td>\n",
       "      <td>宝盈国家安全沪港深股票A</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>1.8281</td>\n",
       "      <td>0.46</td>\n",
       "      <td>1.71</td>\n",
       "      <td>-0.54</td>\n",
       "      <td>8.65</td>\n",
       "      <td>32.18</td>\n",
       "      <td>65.44</td>\n",
       "      <td>...</td>\n",
       "      <td>82.81</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.50%</td>\n",
       "      <td>0.15%</td>\n",
       "      <td>2016-01-20</td>\n",
       "      <td>陈金伟</td>\n",
       "      <td>股票型</td>\n",
       "      <td>宝盈基金</td>\n",
       "      <td>8.76亿元（截止至：2021-09-30）</td>\n",
       "      <td>8.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>d004784</td>\n",
       "      <td>招商稳健优选股票</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>3.5267</td>\n",
       "      <td>0.07</td>\n",
       "      <td>-0.59</td>\n",
       "      <td>-5.92</td>\n",
       "      <td>6.60</td>\n",
       "      <td>27.16</td>\n",
       "      <td>64.66</td>\n",
       "      <td>...</td>\n",
       "      <td>252.67</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.50%</td>\n",
       "      <td>0.15%</td>\n",
       "      <td>2017-09-20</td>\n",
       "      <td>陈西中</td>\n",
       "      <td>股票型</td>\n",
       "      <td>招商基金</td>\n",
       "      <td>3.49亿元（截止至：2021-09-30）</td>\n",
       "      <td>3.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>d005825</td>\n",
       "      <td>申万菱信智能驱动股票</td>\n",
       "      <td>2021-12-24</td>\n",
       "      <td>4.0817</td>\n",
       "      <td>-0.81</td>\n",
       "      <td>-0.69</td>\n",
       "      <td>-2.73</td>\n",
       "      <td>6.75</td>\n",
       "      <td>30.23</td>\n",
       "      <td>55.96</td>\n",
       "      <td>...</td>\n",
       "      <td>308.17</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.50%</td>\n",
       "      <td>0.15%</td>\n",
       "      <td>2018-06-13</td>\n",
       "      <td>徐远航</td>\n",
       "      <td>股票型</td>\n",
       "      <td>申万菱信基金</td>\n",
       "      <td>2.48亿元（截止至：2021-09-30）</td>\n",
       "      <td>2.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>d000756</td>\n",
       "      <td>建信潜力新蓝筹股票</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>3.6330</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>1.20</td>\n",
       "      <td>-2.05</td>\n",
       "      <td>9.13</td>\n",
       "      <td>29.80</td>\n",
       "      <td>55.46</td>\n",
       "      <td>...</td>\n",
       "      <td>263.30</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.50%</td>\n",
       "      <td>0.15%</td>\n",
       "      <td>2014-09-10</td>\n",
       "      <td>周智硕</td>\n",
       "      <td>股票型</td>\n",
       "      <td>建信基金</td>\n",
       "      <td>1.19亿元（截止至：2021-09-30）</td>\n",
       "      <td>1.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>d009147</td>\n",
       "      <td>建信新能源行业股票</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>2.6424</td>\n",
       "      <td>0.30</td>\n",
       "      <td>-3.24</td>\n",
       "      <td>-10.90</td>\n",
       "      <td>-2.06</td>\n",
       "      <td>27.32</td>\n",
       "      <td>54.95</td>\n",
       "      <td>...</td>\n",
       "      <td>164.24</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.50%</td>\n",
       "      <td>0.15%</td>\n",
       "      <td>2020-06-17</td>\n",
       "      <td>陶灿</td>\n",
       "      <td>股票型</td>\n",
       "      <td>建信基金</td>\n",
       "      <td>43.87亿元（截止至：2021-09-30）</td>\n",
       "      <td>43.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>d006081</td>\n",
       "      <td>海富通电子传媒股票A</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>3.4236</td>\n",
       "      <td>-1.09</td>\n",
       "      <td>1.24</td>\n",
       "      <td>-7.03</td>\n",
       "      <td>7.86</td>\n",
       "      <td>28.68</td>\n",
       "      <td>54.86</td>\n",
       "      <td>...</td>\n",
       "      <td>242.36</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.50%</td>\n",
       "      <td>0.15%</td>\n",
       "      <td>2018-12-26</td>\n",
       "      <td>范庭芳</td>\n",
       "      <td>股票型</td>\n",
       "      <td>海富通基金</td>\n",
       "      <td>1.93亿元（截止至：2021-09-30）</td>\n",
       "      <td>1.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>d001245</td>\n",
       "      <td>工银生态环境股票</td>\n",
       "      <td>2021-12-24</td>\n",
       "      <td>2.6830</td>\n",
       "      <td>-4.86</td>\n",
       "      <td>-7.77</td>\n",
       "      <td>-9.75</td>\n",
       "      <td>-6.61</td>\n",
       "      <td>35.78</td>\n",
       "      <td>54.73</td>\n",
       "      <td>...</td>\n",
       "      <td>168.30</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.50%</td>\n",
       "      <td>0.15%</td>\n",
       "      <td>2015-06-02</td>\n",
       "      <td>何肖颉</td>\n",
       "      <td>股票型</td>\n",
       "      <td>工银瑞信基金</td>\n",
       "      <td>46.38亿元（截止至：2021-09-30）</td>\n",
       "      <td>46.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>d168204</td>\n",
       "      <td>中融中证煤炭指数(LOF)</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>1.5220</td>\n",
       "      <td>0.53</td>\n",
       "      <td>2.84</td>\n",
       "      <td>10.61</td>\n",
       "      <td>-7.36</td>\n",
       "      <td>19.56</td>\n",
       "      <td>54.20</td>\n",
       "      <td>...</td>\n",
       "      <td>15.17</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>2015-06-25</td>\n",
       "      <td>赵菲</td>\n",
       "      <td>指数型-股票</td>\n",
       "      <td>中融基金</td>\n",
       "      <td>11.21亿元（截止至：2021-09-30）</td>\n",
       "      <td>11.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>d006080</td>\n",
       "      <td>海富通电子传媒股票C</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>3.3124</td>\n",
       "      <td>-1.10</td>\n",
       "      <td>1.22</td>\n",
       "      <td>-7.09</td>\n",
       "      <td>7.65</td>\n",
       "      <td>28.17</td>\n",
       "      <td>53.64</td>\n",
       "      <td>...</td>\n",
       "      <td>231.24</td>\n",
       "      <td>10元</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>2018-12-26</td>\n",
       "      <td>范庭芳</td>\n",
       "      <td>股票型</td>\n",
       "      <td>海富通基金</td>\n",
       "      <td>1.09亿元（截止至：2021-09-30）</td>\n",
       "      <td>1.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>d008279</td>\n",
       "      <td>国泰中证煤炭ETF联接A</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>1.9871</td>\n",
       "      <td>0.54</td>\n",
       "      <td>2.76</td>\n",
       "      <td>10.25</td>\n",
       "      <td>-8.33</td>\n",
       "      <td>17.31</td>\n",
       "      <td>53.29</td>\n",
       "      <td>...</td>\n",
       "      <td>98.71</td>\n",
       "      <td>1</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-16</td>\n",
       "      <td>谢东旭</td>\n",
       "      <td>指数型-股票</td>\n",
       "      <td>国泰基金</td>\n",
       "      <td>4.70亿元（截止至：2021-09-30）</td>\n",
       "      <td>4.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>d005927</td>\n",
       "      <td>创金合信新能源汽车股票A</td>\n",
       "      <td>2021-12-24</td>\n",
       "      <td>3.1210</td>\n",
       "      <td>-4.53</td>\n",
       "      <td>-8.48</td>\n",
       "      <td>-13.96</td>\n",
       "      <td>-16.31</td>\n",
       "      <td>19.19</td>\n",
       "      <td>53.01</td>\n",
       "      <td>...</td>\n",
       "      <td>212.10</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.50%</td>\n",
       "      <td>0.15%</td>\n",
       "      <td>2018-05-08</td>\n",
       "      <td>曹春林</td>\n",
       "      <td>股票型</td>\n",
       "      <td>创金合信基金</td>\n",
       "      <td>21.32亿元（截止至：2021-09-30）</td>\n",
       "      <td>21.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>d008009</td>\n",
       "      <td>华商高端装备制造股票</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>2.8144</td>\n",
       "      <td>-0.59</td>\n",
       "      <td>-0.21</td>\n",
       "      <td>-3.81</td>\n",
       "      <td>5.62</td>\n",
       "      <td>27.99</td>\n",
       "      <td>52.85</td>\n",
       "      <td>...</td>\n",
       "      <td>181.44</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.50%</td>\n",
       "      <td>0.15%</td>\n",
       "      <td>2019-12-10</td>\n",
       "      <td>吴昊</td>\n",
       "      <td>股票型</td>\n",
       "      <td>华商基金</td>\n",
       "      <td>7.37亿元（截止至：2021-09-30）</td>\n",
       "      <td>7.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>d008280</td>\n",
       "      <td>国泰中证煤炭ETF联接C</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>1.9760</td>\n",
       "      <td>0.54</td>\n",
       "      <td>2.75</td>\n",
       "      <td>10.23</td>\n",
       "      <td>-8.39</td>\n",
       "      <td>17.14</td>\n",
       "      <td>52.83</td>\n",
       "      <td>...</td>\n",
       "      <td>97.60</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-16</td>\n",
       "      <td>谢东旭</td>\n",
       "      <td>指数型-股票</td>\n",
       "      <td>国泰基金</td>\n",
       "      <td>14.62亿元（截止至：2021-09-30）</td>\n",
       "      <td>14.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>d009954</td>\n",
       "      <td>北信瑞丰优选成长</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>1.7039</td>\n",
       "      <td>-0.27</td>\n",
       "      <td>2.02</td>\n",
       "      <td>2.95</td>\n",
       "      <td>8.09</td>\n",
       "      <td>20.39</td>\n",
       "      <td>52.61</td>\n",
       "      <td>...</td>\n",
       "      <td>70.39</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.50%</td>\n",
       "      <td>0.15%</td>\n",
       "      <td>2020-09-27</td>\n",
       "      <td>庞文杰</td>\n",
       "      <td>股票型</td>\n",
       "      <td>北信瑞丰</td>\n",
       "      <td>0.59亿元（截止至：2021-09-30）</td>\n",
       "      <td>0.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>d005928</td>\n",
       "      <td>创金合信新能源汽车股票C</td>\n",
       "      <td>2021-12-24</td>\n",
       "      <td>3.0404</td>\n",
       "      <td>-4.53</td>\n",
       "      <td>-8.49</td>\n",
       "      <td>-14.01</td>\n",
       "      <td>-16.45</td>\n",
       "      <td>18.78</td>\n",
       "      <td>51.94</td>\n",
       "      <td>...</td>\n",
       "      <td>204.04</td>\n",
       "      <td>10元</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>2018-05-08</td>\n",
       "      <td>曹春林</td>\n",
       "      <td>股票型</td>\n",
       "      <td>创金合信基金</td>\n",
       "      <td>18.64亿元（截止至：2021-09-30）</td>\n",
       "      <td>18.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>d163114</td>\n",
       "      <td>申万菱信中证环保产业指数(LOF)A</td>\n",
       "      <td>2021-12-24</td>\n",
       "      <td>1.7429</td>\n",
       "      <td>-3.17</td>\n",
       "      <td>-5.24</td>\n",
       "      <td>-6.71</td>\n",
       "      <td>-2.91</td>\n",
       "      <td>22.31</td>\n",
       "      <td>50.89</td>\n",
       "      <td>...</td>\n",
       "      <td>154.30</td>\n",
       "      <td>1</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-05-30</td>\n",
       "      <td>王赟杰</td>\n",
       "      <td>指数型-股票</td>\n",
       "      <td>申万菱信基金</td>\n",
       "      <td>4.58亿元（截止至：2021-09-30）</td>\n",
       "      <td>4.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>d161032</td>\n",
       "      <td>富国中证煤炭指数(LOF)A</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>1.6290</td>\n",
       "      <td>0.56</td>\n",
       "      <td>2.78</td>\n",
       "      <td>10.67</td>\n",
       "      <td>-8.53</td>\n",
       "      <td>15.94</td>\n",
       "      <td>50.55</td>\n",
       "      <td>...</td>\n",
       "      <td>13.50</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>2015-06-19</td>\n",
       "      <td>张圣贤</td>\n",
       "      <td>指数型-股票</td>\n",
       "      <td>富国基金</td>\n",
       "      <td>28.75亿元（截止至：2021-09-30）</td>\n",
       "      <td>28.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>d010419</td>\n",
       "      <td>申万菱信中证环保产业指数(LOF)C</td>\n",
       "      <td>2021-12-24</td>\n",
       "      <td>1.6938</td>\n",
       "      <td>-3.17</td>\n",
       "      <td>-5.24</td>\n",
       "      <td>-6.73</td>\n",
       "      <td>-2.98</td>\n",
       "      <td>22.13</td>\n",
       "      <td>50.44</td>\n",
       "      <td>...</td>\n",
       "      <td>69.38</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-10-23</td>\n",
       "      <td>王赟杰</td>\n",
       "      <td>指数型-股票</td>\n",
       "      <td>申万菱信基金</td>\n",
       "      <td>0.19亿元（截止至：2021-09-30）</td>\n",
       "      <td>0.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>d000828</td>\n",
       "      <td>泰达转型机遇股票A</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>3.3180</td>\n",
       "      <td>-0.78</td>\n",
       "      <td>-3.94</td>\n",
       "      <td>-15.29</td>\n",
       "      <td>-7.27</td>\n",
       "      <td>14.61</td>\n",
       "      <td>47.01</td>\n",
       "      <td>...</td>\n",
       "      <td>298.71</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.20%</td>\n",
       "      <td>0.12%</td>\n",
       "      <td>2014-11-18</td>\n",
       "      <td>王鹏</td>\n",
       "      <td>股票型</td>\n",
       "      <td>泰达宏利基金</td>\n",
       "      <td>41.79亿元（截止至：2021-09-30）</td>\n",
       "      <td>41.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>d004925</td>\n",
       "      <td>长信低碳环保行业量化股票A</td>\n",
       "      <td>2021-12-24</td>\n",
       "      <td>2.5945</td>\n",
       "      <td>-4.42</td>\n",
       "      <td>-7.32</td>\n",
       "      <td>-11.79</td>\n",
       "      <td>-12.92</td>\n",
       "      <td>16.73</td>\n",
       "      <td>47.01</td>\n",
       "      <td>...</td>\n",
       "      <td>159.45</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.50%</td>\n",
       "      <td>0.15%</td>\n",
       "      <td>2017-11-09</td>\n",
       "      <td>左金保</td>\n",
       "      <td>股票型</td>\n",
       "      <td>长信基金</td>\n",
       "      <td>7.37亿元（截止至：2021-09-30）</td>\n",
       "      <td>7.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>d161217</td>\n",
       "      <td>国投瑞银中证资源指数</td>\n",
       "      <td>2021-12-24</td>\n",
       "      <td>1.2500</td>\n",
       "      <td>-2.50</td>\n",
       "      <td>-3.55</td>\n",
       "      <td>-4.80</td>\n",
       "      <td>-10.78</td>\n",
       "      <td>20.19</td>\n",
       "      <td>46.20</td>\n",
       "      <td>...</td>\n",
       "      <td>25.00</td>\n",
       "      <td>1</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0</td>\n",
       "      <td>2011-07-21</td>\n",
       "      <td>殷瑞飞</td>\n",
       "      <td>指数型-股票</td>\n",
       "      <td>国投瑞银基金</td>\n",
       "      <td>3.24亿元（截止至：2021-09-30）</td>\n",
       "      <td>3.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>d003853</td>\n",
       "      <td>金鹰信息产业股票A</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>4.2918</td>\n",
       "      <td>0.28</td>\n",
       "      <td>-4.19</td>\n",
       "      <td>-8.02</td>\n",
       "      <td>0.14</td>\n",
       "      <td>17.54</td>\n",
       "      <td>45.77</td>\n",
       "      <td>...</td>\n",
       "      <td>375.40</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.20%</td>\n",
       "      <td>0.12%</td>\n",
       "      <td>2017-03-10</td>\n",
       "      <td>樊勇</td>\n",
       "      <td>股票型</td>\n",
       "      <td>金鹰基金</td>\n",
       "      <td>16.89亿元（截止至：2021-09-30）</td>\n",
       "      <td>16.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>d006257</td>\n",
       "      <td>信达澳银先进智造股票型</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>3.2451</td>\n",
       "      <td>-0.03</td>\n",
       "      <td>0.07</td>\n",
       "      <td>-5.86</td>\n",
       "      <td>0.67</td>\n",
       "      <td>23.18</td>\n",
       "      <td>45.40</td>\n",
       "      <td>...</td>\n",
       "      <td>224.51</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.50%</td>\n",
       "      <td>0.15%</td>\n",
       "      <td>2019-01-17</td>\n",
       "      <td>冯明远</td>\n",
       "      <td>股票型</td>\n",
       "      <td>信达澳银基金</td>\n",
       "      <td>31.51亿元（截止至：2021-09-30）</td>\n",
       "      <td>31.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>d001410</td>\n",
       "      <td>信达澳银新能源产业股票</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>5.2720</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.06</td>\n",
       "      <td>-5.99</td>\n",
       "      <td>0.71</td>\n",
       "      <td>22.92</td>\n",
       "      <td>45.35</td>\n",
       "      <td>...</td>\n",
       "      <td>451.93</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.50%</td>\n",
       "      <td>0.15%</td>\n",
       "      <td>2015-07-31</td>\n",
       "      <td>冯明远</td>\n",
       "      <td>股票型</td>\n",
       "      <td>信达澳银基金</td>\n",
       "      <td>148.10亿元（截止至：2021-09-30）</td>\n",
       "      <td>148.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>d005885</td>\n",
       "      <td>金鹰信息产业股票C</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>4.2781</td>\n",
       "      <td>0.27</td>\n",
       "      <td>-4.19</td>\n",
       "      <td>-8.05</td>\n",
       "      <td>0.04</td>\n",
       "      <td>17.31</td>\n",
       "      <td>45.19</td>\n",
       "      <td>...</td>\n",
       "      <td>351.95</td>\n",
       "      <td>10元</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>2018-04-18</td>\n",
       "      <td>樊勇</td>\n",
       "      <td>股票型</td>\n",
       "      <td>金鹰基金</td>\n",
       "      <td>7.83亿元（截止至：2021-09-30）</td>\n",
       "      <td>7.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>d160634</td>\n",
       "      <td>鹏华中证环保产业指数(LOF)</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>1.6930</td>\n",
       "      <td>-0.06</td>\n",
       "      <td>-1.74</td>\n",
       "      <td>-7.33</td>\n",
       "      <td>-2.08</td>\n",
       "      <td>21.62</td>\n",
       "      <td>45.07</td>\n",
       "      <td>...</td>\n",
       "      <td>28.99</td>\n",
       "      <td>1</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0</td>\n",
       "      <td>2015-06-16</td>\n",
       "      <td>闫冬</td>\n",
       "      <td>指数型-股票</td>\n",
       "      <td>鹏华基金</td>\n",
       "      <td>3.89亿元（截止至：2021-09-30）</td>\n",
       "      <td>3.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>d005161</td>\n",
       "      <td>华商上游产业股票</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>2.2783</td>\n",
       "      <td>-0.82</td>\n",
       "      <td>1.55</td>\n",
       "      <td>-0.89</td>\n",
       "      <td>9.49</td>\n",
       "      <td>34.78</td>\n",
       "      <td>44.78</td>\n",
       "      <td>...</td>\n",
       "      <td>127.83</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.50%</td>\n",
       "      <td>0.15%</td>\n",
       "      <td>2017-12-27</td>\n",
       "      <td>童立</td>\n",
       "      <td>股票型</td>\n",
       "      <td>华商基金</td>\n",
       "      <td>0.27亿元（截止至：2021-09-30）</td>\n",
       "      <td>0.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>d920003</td>\n",
       "      <td>中金新锐股票A</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>4.2459</td>\n",
       "      <td>-0.56</td>\n",
       "      <td>0.95</td>\n",
       "      <td>-0.20</td>\n",
       "      <td>7.30</td>\n",
       "      <td>17.13</td>\n",
       "      <td>44.10</td>\n",
       "      <td>...</td>\n",
       "      <td>103.94</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.50%</td>\n",
       "      <td>1.50%</td>\n",
       "      <td>2020-04-07</td>\n",
       "      <td>韩庆</td>\n",
       "      <td>股票型</td>\n",
       "      <td>中金公司</td>\n",
       "      <td>24.63亿元（截止至：2021-09-30）</td>\n",
       "      <td>24.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>d164304</td>\n",
       "      <td>新华中证环保产业指数</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>1.6240</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>-1.72</td>\n",
       "      <td>-7.33</td>\n",
       "      <td>-2.26</td>\n",
       "      <td>20.84</td>\n",
       "      <td>43.97</td>\n",
       "      <td>...</td>\n",
       "      <td>86.41</td>\n",
       "      <td>1</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-09-11</td>\n",
       "      <td>邓岳</td>\n",
       "      <td>指数型-股票</td>\n",
       "      <td>新华基金</td>\n",
       "      <td>2.02亿元（截止至：2021-09-30）</td>\n",
       "      <td>2.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>d010805</td>\n",
       "      <td>东财新能源车A</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>1.4904</td>\n",
       "      <td>0.60</td>\n",
       "      <td>-2.99</td>\n",
       "      <td>-12.50</td>\n",
       "      <td>-4.10</td>\n",
       "      <td>14.47</td>\n",
       "      <td>43.69</td>\n",
       "      <td>...</td>\n",
       "      <td>49.04</td>\n",
       "      <td>1</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-12-16</td>\n",
       "      <td>吴逸</td>\n",
       "      <td>指数型-股票</td>\n",
       "      <td>东财基金</td>\n",
       "      <td>4.86亿元（截止至：2021-09-30）</td>\n",
       "      <td>4.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>d001167</td>\n",
       "      <td>金鹰科技创新股票</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>1.4990</td>\n",
       "      <td>-1.06</td>\n",
       "      <td>0.93</td>\n",
       "      <td>-0.59</td>\n",
       "      <td>8.14</td>\n",
       "      <td>22.08</td>\n",
       "      <td>43.60</td>\n",
       "      <td>...</td>\n",
       "      <td>51.50</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.50%</td>\n",
       "      <td>0.15%</td>\n",
       "      <td>2015-04-30</td>\n",
       "      <td>陈颖</td>\n",
       "      <td>股票型</td>\n",
       "      <td>金鹰基金</td>\n",
       "      <td>2.50亿元（截止至：2021-09-30）</td>\n",
       "      <td>2.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>d920923</td>\n",
       "      <td>中金新锐股票C</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>4.2101</td>\n",
       "      <td>-0.56</td>\n",
       "      <td>0.94</td>\n",
       "      <td>-0.25</td>\n",
       "      <td>7.16</td>\n",
       "      <td>16.84</td>\n",
       "      <td>43.38</td>\n",
       "      <td>...</td>\n",
       "      <td>101.30</td>\n",
       "      <td>10元</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>2020-04-07</td>\n",
       "      <td>韩庆</td>\n",
       "      <td>股票型</td>\n",
       "      <td>中金公司</td>\n",
       "      <td>5.34亿元（截止至：2021-09-30）</td>\n",
       "      <td>5.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>d001718</td>\n",
       "      <td>工银物流产业股票</td>\n",
       "      <td>2021-12-24</td>\n",
       "      <td>4.1070</td>\n",
       "      <td>-1.08</td>\n",
       "      <td>-0.46</td>\n",
       "      <td>0.46</td>\n",
       "      <td>8.19</td>\n",
       "      <td>17.41</td>\n",
       "      <td>43.30</td>\n",
       "      <td>...</td>\n",
       "      <td>310.70</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.50%</td>\n",
       "      <td>0.15%</td>\n",
       "      <td>2016-03-01</td>\n",
       "      <td>张宇帆</td>\n",
       "      <td>股票型</td>\n",
       "      <td>工银瑞信基金</td>\n",
       "      <td>15.45亿元（截止至：2021-09-30）</td>\n",
       "      <td>15.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>d010806</td>\n",
       "      <td>东财新能源车C</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>1.4843</td>\n",
       "      <td>0.60</td>\n",
       "      <td>-3.01</td>\n",
       "      <td>-12.53</td>\n",
       "      <td>-4.20</td>\n",
       "      <td>14.25</td>\n",
       "      <td>43.12</td>\n",
       "      <td>...</td>\n",
       "      <td>48.43</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-12-16</td>\n",
       "      <td>吴逸</td>\n",
       "      <td>指数型-股票</td>\n",
       "      <td>东财基金</td>\n",
       "      <td>3.49亿元（截止至：2021-09-30）</td>\n",
       "      <td>3.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>d003834</td>\n",
       "      <td>华夏能源革新股票A</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>3.7480</td>\n",
       "      <td>0.32</td>\n",
       "      <td>-3.18</td>\n",
       "      <td>-10.21</td>\n",
       "      <td>-2.83</td>\n",
       "      <td>13.78</td>\n",
       "      <td>42.35</td>\n",
       "      <td>...</td>\n",
       "      <td>274.80</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.50%</td>\n",
       "      <td>0.15%</td>\n",
       "      <td>2017-06-07</td>\n",
       "      <td>郑泽鸿</td>\n",
       "      <td>股票型</td>\n",
       "      <td>华夏基金</td>\n",
       "      <td>226.59亿元（截止至：2021-09-30）</td>\n",
       "      <td>226.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>d168203</td>\n",
       "      <td>中融国证钢铁行业指数(LOF)</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>1.3400</td>\n",
       "      <td>-0.37</td>\n",
       "      <td>-2.40</td>\n",
       "      <td>-0.89</td>\n",
       "      <td>-11.20</td>\n",
       "      <td>10.02</td>\n",
       "      <td>42.25</td>\n",
       "      <td>...</td>\n",
       "      <td>-42.56</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>2015-06-19</td>\n",
       "      <td>赵菲</td>\n",
       "      <td>指数型-股票</td>\n",
       "      <td>中融基金</td>\n",
       "      <td>4.41亿元（截止至：2021-09-30）</td>\n",
       "      <td>4.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>d161715</td>\n",
       "      <td>招商大宗商品(LOF)</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>1.6104</td>\n",
       "      <td>-0.25</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>-1.07</td>\n",
       "      <td>-6.68</td>\n",
       "      <td>20.05</td>\n",
       "      <td>42.10</td>\n",
       "      <td>...</td>\n",
       "      <td>87.45</td>\n",
       "      <td>1</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-06-28</td>\n",
       "      <td>侯昊</td>\n",
       "      <td>指数型-股票</td>\n",
       "      <td>招商基金</td>\n",
       "      <td>2.85亿元（截止至：2021-09-30）</td>\n",
       "      <td>2.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>d501057</td>\n",
       "      <td>汇添富中证新能源汽车A</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>2.9761</td>\n",
       "      <td>0.57</td>\n",
       "      <td>-2.98</td>\n",
       "      <td>-12.41</td>\n",
       "      <td>-3.37</td>\n",
       "      <td>14.35</td>\n",
       "      <td>41.69</td>\n",
       "      <td>...</td>\n",
       "      <td>197.61</td>\n",
       "      <td>1</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-23</td>\n",
       "      <td>过蓓蓓</td>\n",
       "      <td>指数型-股票</td>\n",
       "      <td>汇添富基金</td>\n",
       "      <td>90.93亿元（截止至：2021-09-30）</td>\n",
       "      <td>90.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>d005037</td>\n",
       "      <td>银华新能源新材料A</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>2.1778</td>\n",
       "      <td>0.27</td>\n",
       "      <td>-2.88</td>\n",
       "      <td>-11.18</td>\n",
       "      <td>-5.58</td>\n",
       "      <td>15.02</td>\n",
       "      <td>41.34</td>\n",
       "      <td>...</td>\n",
       "      <td>117.76</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.50%</td>\n",
       "      <td>0.15%</td>\n",
       "      <td>2017-09-15</td>\n",
       "      <td>李宜璇</td>\n",
       "      <td>股票型</td>\n",
       "      <td>银华基金</td>\n",
       "      <td>9.25亿元（截止至：2021-09-30）</td>\n",
       "      <td>9.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>d501058</td>\n",
       "      <td>汇添富中证新能源汽车C</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>2.9461</td>\n",
       "      <td>0.56</td>\n",
       "      <td>-2.99</td>\n",
       "      <td>-12.43</td>\n",
       "      <td>-3.43</td>\n",
       "      <td>14.20</td>\n",
       "      <td>41.33</td>\n",
       "      <td>...</td>\n",
       "      <td>194.61</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>2018-05-23</td>\n",
       "      <td>过蓓蓓</td>\n",
       "      <td>指数型-股票</td>\n",
       "      <td>汇添富基金</td>\n",
       "      <td>62.68亿元（截止至：2021-09-30）</td>\n",
       "      <td>62.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>d161724</td>\n",
       "      <td>招商中证煤炭等权指数(LOF)A</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>1.5411</td>\n",
       "      <td>0.12</td>\n",
       "      <td>1.89</td>\n",
       "      <td>7.99</td>\n",
       "      <td>-10.71</td>\n",
       "      <td>12.37</td>\n",
       "      <td>41.11</td>\n",
       "      <td>...</td>\n",
       "      <td>16.55</td>\n",
       "      <td>1</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0</td>\n",
       "      <td>2015-05-20</td>\n",
       "      <td>侯昊</td>\n",
       "      <td>指数型-股票</td>\n",
       "      <td>招商基金</td>\n",
       "      <td>27.41亿元（截止至：2021-09-30）</td>\n",
       "      <td>27.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>d005038</td>\n",
       "      <td>银华新能源新材料C</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>2.1380</td>\n",
       "      <td>0.26</td>\n",
       "      <td>-2.89</td>\n",
       "      <td>-11.21</td>\n",
       "      <td>-5.68</td>\n",
       "      <td>14.79</td>\n",
       "      <td>40.78</td>\n",
       "      <td>...</td>\n",
       "      <td>113.78</td>\n",
       "      <td>10元</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.00%</td>\n",
       "      <td>2017-09-15</td>\n",
       "      <td>李宜璇</td>\n",
       "      <td>股票型</td>\n",
       "      <td>银华基金</td>\n",
       "      <td>4.53亿元（截止至：2021-09-30）</td>\n",
       "      <td>4.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>d050024</td>\n",
       "      <td>博时上证自然资源ETF联接</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>1.0495</td>\n",
       "      <td>-0.49</td>\n",
       "      <td>-0.94</td>\n",
       "      <td>-2.99</td>\n",
       "      <td>-7.38</td>\n",
       "      <td>19.26</td>\n",
       "      <td>40.42</td>\n",
       "      <td>...</td>\n",
       "      <td>4.95</td>\n",
       "      <td>1</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-04-10</td>\n",
       "      <td>万琼</td>\n",
       "      <td>指数型-股票</td>\n",
       "      <td>博时基金</td>\n",
       "      <td>2.91亿元（截止至：2021-09-30）</td>\n",
       "      <td>2.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>d005983</td>\n",
       "      <td>上投摩根核心精选</td>\n",
       "      <td>2021-12-24</td>\n",
       "      <td>2.6564</td>\n",
       "      <td>-4.00</td>\n",
       "      <td>-6.63</td>\n",
       "      <td>-10.81</td>\n",
       "      <td>-17.36</td>\n",
       "      <td>3.78</td>\n",
       "      <td>40.02</td>\n",
       "      <td>...</td>\n",
       "      <td>165.64</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.50%</td>\n",
       "      <td>0.15%</td>\n",
       "      <td>2018-11-29</td>\n",
       "      <td>李博</td>\n",
       "      <td>股票型</td>\n",
       "      <td>上投摩根基金</td>\n",
       "      <td>9.47亿元（截止至：2021-09-30）</td>\n",
       "      <td>9.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>d001476</td>\n",
       "      <td>中银智能制造股票A</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>2.2230</td>\n",
       "      <td>0.14</td>\n",
       "      <td>-0.63</td>\n",
       "      <td>-7.18</td>\n",
       "      <td>2.58</td>\n",
       "      <td>19.20</td>\n",
       "      <td>39.55</td>\n",
       "      <td>...</td>\n",
       "      <td>122.30</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.50%</td>\n",
       "      <td>0.15%</td>\n",
       "      <td>2015-06-19</td>\n",
       "      <td>王伟</td>\n",
       "      <td>股票型</td>\n",
       "      <td>中银基金</td>\n",
       "      <td>16.27亿元（截止至：2021-09-30）</td>\n",
       "      <td>16.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>d006560</td>\n",
       "      <td>华夏四川国改ETF联接A</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>1.8279</td>\n",
       "      <td>0.26</td>\n",
       "      <td>1.29</td>\n",
       "      <td>2.97</td>\n",
       "      <td>5.61</td>\n",
       "      <td>20.44</td>\n",
       "      <td>39.01</td>\n",
       "      <td>...</td>\n",
       "      <td>82.79</td>\n",
       "      <td>1</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0</td>\n",
       "      <td>2019-01-22</td>\n",
       "      <td>赵宗庭</td>\n",
       "      <td>指数型-股票</td>\n",
       "      <td>华夏基金</td>\n",
       "      <td>0.23亿元（截止至：2021-09-30）</td>\n",
       "      <td>0.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>d001643</td>\n",
       "      <td>汇丰晋信智造先锋股票A</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>4.2012</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.13</td>\n",
       "      <td>-5.57</td>\n",
       "      <td>6.66</td>\n",
       "      <td>16.33</td>\n",
       "      <td>38.67</td>\n",
       "      <td>...</td>\n",
       "      <td>319.99</td>\n",
       "      <td>10元</td>\n",
       "      <td>1.50%</td>\n",
       "      <td>0.15%</td>\n",
       "      <td>2015-09-30</td>\n",
       "      <td>陆彬</td>\n",
       "      <td>股票型</td>\n",
       "      <td>汇丰晋信基金</td>\n",
       "      <td>23.07亿元（截止至：2021-09-30）</td>\n",
       "      <td>23.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>d006561</td>\n",
       "      <td>华夏四川国改ETF联接C</td>\n",
       "      <td>2021-12-27</td>\n",
       "      <td>1.8117</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.29</td>\n",
       "      <td>2.95</td>\n",
       "      <td>5.53</td>\n",
       "      <td>20.25</td>\n",
       "      <td>38.58</td>\n",
       "      <td>...</td>\n",
       "      <td>81.17</td>\n",
       "      <td>1</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>2019-01-22</td>\n",
       "      <td>赵宗庭</td>\n",
       "      <td>指数型-股票</td>\n",
       "      <td>华夏基金</td>\n",
       "      <td>0.07亿元（截止至：2021-09-30）</td>\n",
       "      <td>0.07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>50 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       基金代码                基金名称        截止日期    单位净值  日增长率   近1周    近1月    近3月  \\\n",
       "0   d005669          前海开源公用事业股票  2021-12-27  3.6971  0.08  3.99   5.63  18.08   \n",
       "1   d000729          建信中小盘先锋股票A  2021-12-27  4.0990 -0.07  1.04  -2.01   9.13   \n",
       "2   d001877        宝盈国家安全沪港深股票A  2021-12-27  1.8281  0.46  1.71  -0.54   8.65   \n",
       "3   d004784            招商稳健优选股票  2021-12-27  3.5267  0.07 -0.59  -5.92   6.60   \n",
       "4   d005825          申万菱信智能驱动股票  2021-12-24  4.0817 -0.81 -0.69  -2.73   6.75   \n",
       "5   d000756           建信潜力新蓝筹股票  2021-12-27  3.6330 -0.06  1.20  -2.05   9.13   \n",
       "6   d009147           建信新能源行业股票  2021-12-27  2.6424  0.30 -3.24 -10.90  -2.06   \n",
       "7   d006081          海富通电子传媒股票A  2021-12-27  3.4236 -1.09  1.24  -7.03   7.86   \n",
       "8   d001245            工银生态环境股票  2021-12-24  2.6830 -4.86 -7.77  -9.75  -6.61   \n",
       "9   d168204       中融中证煤炭指数(LOF)  2021-12-27  1.5220  0.53  2.84  10.61  -7.36   \n",
       "10  d006080          海富通电子传媒股票C  2021-12-27  3.3124 -1.10  1.22  -7.09   7.65   \n",
       "11  d008279        国泰中证煤炭ETF联接A  2021-12-27  1.9871  0.54  2.76  10.25  -8.33   \n",
       "12  d005927        创金合信新能源汽车股票A  2021-12-24  3.1210 -4.53 -8.48 -13.96 -16.31   \n",
       "13  d008009          华商高端装备制造股票  2021-12-27  2.8144 -0.59 -0.21  -3.81   5.62   \n",
       "14  d008280        国泰中证煤炭ETF联接C  2021-12-27  1.9760  0.54  2.75  10.23  -8.39   \n",
       "15  d009954            北信瑞丰优选成长  2021-12-27  1.7039 -0.27  2.02   2.95   8.09   \n",
       "16  d005928        创金合信新能源汽车股票C  2021-12-24  3.0404 -4.53 -8.49 -14.01 -16.45   \n",
       "17  d163114  申万菱信中证环保产业指数(LOF)A  2021-12-24  1.7429 -3.17 -5.24  -6.71  -2.91   \n",
       "18  d161032      富国中证煤炭指数(LOF)A  2021-12-27  1.6290  0.56  2.78  10.67  -8.53   \n",
       "19  d010419  申万菱信中证环保产业指数(LOF)C  2021-12-24  1.6938 -3.17 -5.24  -6.73  -2.98   \n",
       "20  d000828           泰达转型机遇股票A  2021-12-27  3.3180 -0.78 -3.94 -15.29  -7.27   \n",
       "21  d004925       长信低碳环保行业量化股票A  2021-12-24  2.5945 -4.42 -7.32 -11.79 -12.92   \n",
       "22  d161217          国投瑞银中证资源指数  2021-12-24  1.2500 -2.50 -3.55  -4.80 -10.78   \n",
       "23  d003853           金鹰信息产业股票A  2021-12-27  4.2918  0.28 -4.19  -8.02   0.14   \n",
       "24  d006257         信达澳银先进智造股票型  2021-12-27  3.2451 -0.03  0.07  -5.86   0.67   \n",
       "25  d001410         信达澳银新能源产业股票  2021-12-27  5.2720 -0.04  0.06  -5.99   0.71   \n",
       "26  d005885           金鹰信息产业股票C  2021-12-27  4.2781  0.27 -4.19  -8.05   0.04   \n",
       "27  d160634     鹏华中证环保产业指数(LOF)  2021-12-27  1.6930 -0.06 -1.74  -7.33  -2.08   \n",
       "28  d005161            华商上游产业股票  2021-12-27  2.2783 -0.82  1.55  -0.89   9.49   \n",
       "29  d920003             中金新锐股票A  2021-12-27  4.2459 -0.56  0.95  -0.20   7.30   \n",
       "30  d164304          新华中证环保产业指数  2021-12-27  1.6240 -0.05 -1.72  -7.33  -2.26   \n",
       "31  d010805             东财新能源车A  2021-12-27  1.4904  0.60 -2.99 -12.50  -4.10   \n",
       "32  d001167            金鹰科技创新股票  2021-12-27  1.4990 -1.06  0.93  -0.59   8.14   \n",
       "33  d920923             中金新锐股票C  2021-12-27  4.2101 -0.56  0.94  -0.25   7.16   \n",
       "34  d001718            工银物流产业股票  2021-12-24  4.1070 -1.08 -0.46   0.46   8.19   \n",
       "35  d010806             东财新能源车C  2021-12-27  1.4843  0.60 -3.01 -12.53  -4.20   \n",
       "36  d003834           华夏能源革新股票A  2021-12-27  3.7480  0.32 -3.18 -10.21  -2.83   \n",
       "37  d168203     中融国证钢铁行业指数(LOF)  2021-12-27  1.3400 -0.37 -2.40  -0.89 -11.20   \n",
       "38  d161715         招商大宗商品(LOF)  2021-12-27  1.6104 -0.25 -0.14  -1.07  -6.68   \n",
       "39  d501057         汇添富中证新能源汽车A  2021-12-27  2.9761  0.57 -2.98 -12.41  -3.37   \n",
       "40  d005037           银华新能源新材料A  2021-12-27  2.1778  0.27 -2.88 -11.18  -5.58   \n",
       "41  d501058         汇添富中证新能源汽车C  2021-12-27  2.9461  0.56 -2.99 -12.43  -3.43   \n",
       "42  d161724    招商中证煤炭等权指数(LOF)A  2021-12-27  1.5411  0.12  1.89   7.99 -10.71   \n",
       "43  d005038           银华新能源新材料C  2021-12-27  2.1380  0.26 -2.89 -11.21  -5.68   \n",
       "44  d050024       博时上证自然资源ETF联接  2021-12-27  1.0495 -0.49 -0.94  -2.99  -7.38   \n",
       "45  d005983            上投摩根核心精选  2021-12-24  2.6564 -4.00 -6.63 -10.81 -17.36   \n",
       "46  d001476           中银智能制造股票A  2021-12-27  2.2230  0.14 -0.63  -7.18   2.58   \n",
       "47  d006560        华夏四川国改ETF联接A  2021-12-27  1.8279  0.26  1.29   2.97   5.61   \n",
       "48  d001643         汇丰晋信智造先锋股票A  2021-12-27  4.2012  0.26  0.13  -5.57   6.66   \n",
       "49  d006561        华夏四川国改ETF联接C  2021-12-27  1.8117  0.25  1.29   2.95   5.53   \n",
       "\n",
       "      近6月     近1年  ...     成立来  起购金额   原手续费   现手续费        成立日期 基金经理      类型  \\\n",
       "0   62.33  120.49  ...  269.71   10元  1.50%  0.15%  2018-03-23  崔宸龙     股票型   \n",
       "1   36.68   67.51  ...  309.90   10元  1.50%  0.15%  2014-08-20  周智硕     股票型   \n",
       "2   32.18   65.44  ...   82.81   10元  1.50%  0.15%  2016-01-20  陈金伟     股票型   \n",
       "3   27.16   64.66  ...  252.67   10元  1.50%  0.15%  2017-09-20  陈西中     股票型   \n",
       "4   30.23   55.96  ...  308.17   10元  1.50%  0.15%  2018-06-13  徐远航     股票型   \n",
       "5   29.80   55.46  ...  263.30   10元  1.50%  0.15%  2014-09-10  周智硕     股票型   \n",
       "6   27.32   54.95  ...  164.24   10元  1.50%  0.15%  2020-06-17   陶灿     股票型   \n",
       "7   28.68   54.86  ...  242.36   10元  1.50%  0.15%  2018-12-26  范庭芳     股票型   \n",
       "8   35.78   54.73  ...  168.30   10元  1.50%  0.15%  2015-06-02  何肖颉     股票型   \n",
       "9   19.56   54.20  ...   15.17     1   0.00      0  2015-06-25   赵菲  指数型-股票   \n",
       "10  28.17   53.64  ...  231.24   10元    NaN  0.00%  2018-12-26  范庭芳     股票型   \n",
       "11  17.31   53.29  ...   98.71     1   0.10      0  2020-01-16  谢东旭  指数型-股票   \n",
       "12  19.19   53.01  ...  212.10   10元  1.50%  0.15%  2018-05-08  曹春林     股票型   \n",
       "13  27.99   52.85  ...  181.44   10元  1.50%  0.15%  2019-12-10   吴昊     股票型   \n",
       "14  17.14   52.83  ...   97.60     1   0.00      0  2020-01-16  谢东旭  指数型-股票   \n",
       "15  20.39   52.61  ...   70.39   10元  1.50%  0.15%  2020-09-27  庞文杰     股票型   \n",
       "16  18.78   51.94  ...  204.04   10元    NaN  0.00%  2018-05-08  曹春林     股票型   \n",
       "17  22.31   50.89  ...  154.30     1   0.12      0  2014-05-30  王赟杰  指数型-股票   \n",
       "18  15.94   50.55  ...   13.50     1   0.00      0  2015-06-19  张圣贤  指数型-股票   \n",
       "19  22.13   50.44  ...   69.38     1   0.00      0  2020-10-23  王赟杰  指数型-股票   \n",
       "20  14.61   47.01  ...  298.71   10元  1.20%  0.12%  2014-11-18   王鹏     股票型   \n",
       "21  16.73   47.01  ...  159.45   10元  1.50%  0.15%  2017-11-09  左金保     股票型   \n",
       "22  20.19   46.20  ...   25.00     1   0.12      0  2011-07-21  殷瑞飞  指数型-股票   \n",
       "23  17.54   45.77  ...  375.40   10元  1.20%  0.12%  2017-03-10   樊勇     股票型   \n",
       "24  23.18   45.40  ...  224.51   10元  1.50%  0.15%  2019-01-17  冯明远     股票型   \n",
       "25  22.92   45.35  ...  451.93   10元  1.50%  0.15%  2015-07-31  冯明远     股票型   \n",
       "26  17.31   45.19  ...  351.95   10元    NaN  0.00%  2018-04-18   樊勇     股票型   \n",
       "27  21.62   45.07  ...   28.99     1   0.12      0  2015-06-16   闫冬  指数型-股票   \n",
       "28  34.78   44.78  ...  127.83   10元  1.50%  0.15%  2017-12-27   童立     股票型   \n",
       "29  17.13   44.10  ...  103.94   10元  1.50%  1.50%  2020-04-07   韩庆     股票型   \n",
       "30  20.84   43.97  ...   86.41     1   0.10      0  2014-09-11   邓岳  指数型-股票   \n",
       "31  14.47   43.69  ...   49.04     1   0.12      0  2020-12-16   吴逸  指数型-股票   \n",
       "32  22.08   43.60  ...   51.50   10元  1.50%  0.15%  2015-04-30   陈颖     股票型   \n",
       "33  16.84   43.38  ...  101.30   10元    NaN  0.00%  2020-04-07   韩庆     股票型   \n",
       "34  17.41   43.30  ...  310.70   10元  1.50%  0.15%  2016-03-01  张宇帆     股票型   \n",
       "35  14.25   43.12  ...   48.43     1   0.00      0  2020-12-16   吴逸  指数型-股票   \n",
       "36  13.78   42.35  ...  274.80   10元  1.50%  0.15%  2017-06-07  郑泽鸿     股票型   \n",
       "37  10.02   42.25  ...  -42.56     1   0.00      0  2015-06-19   赵菲  指数型-股票   \n",
       "38  20.05   42.10  ...   87.45     1   0.12      0  2012-06-28   侯昊  指数型-股票   \n",
       "39  14.35   41.69  ...  197.61     1   0.12      0  2018-05-23  过蓓蓓  指数型-股票   \n",
       "40  15.02   41.34  ...  117.76   10元  1.50%  0.15%  2017-09-15  李宜璇     股票型   \n",
       "41  14.20   41.33  ...  194.61     1   0.00      0  2018-05-23  过蓓蓓  指数型-股票   \n",
       "42  12.37   41.11  ...   16.55     1   0.10      0  2015-05-20   侯昊  指数型-股票   \n",
       "43  14.79   40.78  ...  113.78   10元    NaN  0.00%  2017-09-15  李宜璇     股票型   \n",
       "44  19.26   40.42  ...    4.95     1   0.12      0  2012-04-10   万琼  指数型-股票   \n",
       "45   3.78   40.02  ...  165.64   10元  1.50%  0.15%  2018-11-29   李博     股票型   \n",
       "46  19.20   39.55  ...  122.30   10元  1.50%  0.15%  2015-06-19   王伟     股票型   \n",
       "47  20.44   39.01  ...   82.79     1   0.12      0  2019-01-22  赵宗庭  指数型-股票   \n",
       "48  16.33   38.67  ...  319.99   10元  1.50%  0.15%  2015-09-30   陆彬     股票型   \n",
       "49  20.25   38.58  ...   81.17     1   0.00      0  2019-01-22  赵宗庭  指数型-股票   \n",
       "\n",
       "       管理人                      资产规模      资产  \n",
       "0   前海开源基金  166.29亿元（截止至：2021-09-30）  166.29  \n",
       "1     建信基金    9.47亿元（截止至：2021-09-30）    9.47  \n",
       "2     宝盈基金    8.76亿元（截止至：2021-09-30）    8.76  \n",
       "3     招商基金    3.49亿元（截止至：2021-09-30）    3.49  \n",
       "4   申万菱信基金    2.48亿元（截止至：2021-09-30）    2.48  \n",
       "5     建信基金    1.19亿元（截止至：2021-09-30）    1.19  \n",
       "6     建信基金   43.87亿元（截止至：2021-09-30）   43.87  \n",
       "7    海富通基金    1.93亿元（截止至：2021-09-30）    1.93  \n",
       "8   工银瑞信基金   46.38亿元（截止至：2021-09-30）   46.38  \n",
       "9     中融基金   11.21亿元（截止至：2021-09-30）   11.21  \n",
       "10   海富通基金    1.09亿元（截止至：2021-09-30）    1.09  \n",
       "11    国泰基金    4.70亿元（截止至：2021-09-30）    4.70  \n",
       "12  创金合信基金   21.32亿元（截止至：2021-09-30）   21.32  \n",
       "13    华商基金    7.37亿元（截止至：2021-09-30）    7.37  \n",
       "14    国泰基金   14.62亿元（截止至：2021-09-30）   14.62  \n",
       "15    北信瑞丰    0.59亿元（截止至：2021-09-30）    0.59  \n",
       "16  创金合信基金   18.64亿元（截止至：2021-09-30）   18.64  \n",
       "17  申万菱信基金    4.58亿元（截止至：2021-09-30）    4.58  \n",
       "18    富国基金   28.75亿元（截止至：2021-09-30）   28.75  \n",
       "19  申万菱信基金    0.19亿元（截止至：2021-09-30）    0.19  \n",
       "20  泰达宏利基金   41.79亿元（截止至：2021-09-30）   41.79  \n",
       "21    长信基金    7.37亿元（截止至：2021-09-30）    7.37  \n",
       "22  国投瑞银基金    3.24亿元（截止至：2021-09-30）    3.24  \n",
       "23    金鹰基金   16.89亿元（截止至：2021-09-30）   16.89  \n",
       "24  信达澳银基金   31.51亿元（截止至：2021-09-30）   31.51  \n",
       "25  信达澳银基金  148.10亿元（截止至：2021-09-30）  148.10  \n",
       "26    金鹰基金    7.83亿元（截止至：2021-09-30）    7.83  \n",
       "27    鹏华基金    3.89亿元（截止至：2021-09-30）    3.89  \n",
       "28    华商基金    0.27亿元（截止至：2021-09-30）    0.27  \n",
       "29    中金公司   24.63亿元（截止至：2021-09-30）   24.63  \n",
       "30    新华基金    2.02亿元（截止至：2021-09-30）    2.02  \n",
       "31    东财基金    4.86亿元（截止至：2021-09-30）    4.86  \n",
       "32    金鹰基金    2.50亿元（截止至：2021-09-30）    2.50  \n",
       "33    中金公司    5.34亿元（截止至：2021-09-30）    5.34  \n",
       "34  工银瑞信基金   15.45亿元（截止至：2021-09-30）   15.45  \n",
       "35    东财基金    3.49亿元（截止至：2021-09-30）    3.49  \n",
       "36    华夏基金  226.59亿元（截止至：2021-09-30）  226.59  \n",
       "37    中融基金    4.41亿元（截止至：2021-09-30）    4.41  \n",
       "38    招商基金    2.85亿元（截止至：2021-09-30）    2.85  \n",
       "39   汇添富基金   90.93亿元（截止至：2021-09-30）   90.93  \n",
       "40    银华基金    9.25亿元（截止至：2021-09-30）    9.25  \n",
       "41   汇添富基金   62.68亿元（截止至：2021-09-30）   62.68  \n",
       "42    招商基金   27.41亿元（截止至：2021-09-30）   27.41  \n",
       "43    银华基金    4.53亿元（截止至：2021-09-30）    4.53  \n",
       "44    博时基金    2.91亿元（截止至：2021-09-30）    2.91  \n",
       "45  上投摩根基金    9.47亿元（截止至：2021-09-30）    9.47  \n",
       "46    中银基金   16.27亿元（截止至：2021-09-30）   16.27  \n",
       "47    华夏基金    0.23亿元（截止至：2021-09-30）    0.23  \n",
       "48  汇丰晋信基金   23.07亿元（截止至：2021-09-30）   23.07  \n",
       "49    华夏基金    0.07亿元（截止至：2021-09-30）    0.07  \n",
       "\n",
       "[50 rows x 23 columns]"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "first_50 = df_1.sort_values(\"近1年\", ascending=False)[:50]\n",
    "first_50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "1c70e421-e93c-4d67-ae14-2cd14a76524b",
   "metadata": {},
   "outputs": [],
   "source": [
    "concat = pd.merge(first_50, df_2, on=\"基金代码\")[[\"持仓股票名称\", \"持仓股票占比\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "66a3cb12-6c66-4ee3-b3ef-4047c01085fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "concat[\"持仓股票占比\"] = concat[\"持仓股票占比\"].str.extract(r\"(.*)%\").astype(float)\n",
    "#concat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "27aceac9-aaa7-49fb-ac1e-f841d796a0bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>持仓股票占比</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>持仓股票名称</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>宁德时代</th>\n",
       "      <td>178.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>赣锋锂业</th>\n",
       "      <td>78.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>亿纬锂能</th>\n",
       "      <td>74.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>恩捷股份</th>\n",
       "      <td>68.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>天齐锂业</th>\n",
       "      <td>64.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>比亚迪</th>\n",
       "      <td>55.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>华友钴业</th>\n",
       "      <td>54.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>隆基股份</th>\n",
       "      <td>50.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>天赐材料</th>\n",
       "      <td>49.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>诺德股份</th>\n",
       "      <td>45.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>阳光电源</th>\n",
       "      <td>39.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>璞泰来</th>\n",
       "      <td>37.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>杉杉股份</th>\n",
       "      <td>37.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>通威股份</th>\n",
       "      <td>35.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>兖矿能源</th>\n",
       "      <td>34.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>先导智能</th>\n",
       "      <td>33.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>长江电力</th>\n",
       "      <td>30.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>紫光国微</th>\n",
       "      <td>23.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>新宙邦</th>\n",
       "      <td>23.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>汇川技术</th>\n",
       "      <td>19.94</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        持仓股票占比\n",
       "持仓股票名称        \n",
       "宁德时代    178.86\n",
       "赣锋锂业     78.43\n",
       "亿纬锂能     74.10\n",
       "恩捷股份     68.46\n",
       "天齐锂业     64.88\n",
       "比亚迪      55.45\n",
       "华友钴业     54.39\n",
       "隆基股份     50.97\n",
       "天赐材料     49.95\n",
       "诺德股份     45.63\n",
       "阳光电源     39.29\n",
       "璞泰来      37.37\n",
       "杉杉股份     37.01\n",
       "通威股份     35.04\n",
       "兖矿能源     34.04\n",
       "先导智能     33.93\n",
       "长江电力     30.09\n",
       "紫光国微     23.08\n",
       "新宙邦      23.04\n",
       "汇川技术     19.94"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "concat.groupby(\"持仓股票名称\").sum().sort_values(\"持仓股票占比\", ascending=False)[:20]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "ad0848da",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>持仓股票名称</th>\n",
       "      <th>持仓股票持股市值</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>宁德时代</td>\n",
       "      <td>0.106130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>赣锋锂业</td>\n",
       "      <td>0.061315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>华友钴业</td>\n",
       "      <td>0.052961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>比亚迪</td>\n",
       "      <td>0.050953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>亿纬锂能</td>\n",
       "      <td>0.046447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>恩捷股份</td>\n",
       "      <td>0.035047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>天齐锂业</td>\n",
       "      <td>0.032386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>璞泰来</td>\n",
       "      <td>0.032144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>天赐材料</td>\n",
       "      <td>0.026159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>当升科技</td>\n",
       "      <td>0.024320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>盛新锂能</td>\n",
       "      <td>0.023011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>长城汽车</td>\n",
       "      <td>0.021243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>汇川技术</td>\n",
       "      <td>0.021024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>雅化集团</td>\n",
       "      <td>0.019288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>华润电力</td>\n",
       "      <td>0.017877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>杉杉股份</td>\n",
       "      <td>0.016867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>法拉电子</td>\n",
       "      <td>0.016253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>比亚迪股份</td>\n",
       "      <td>0.015867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>永兴材料</td>\n",
       "      <td>0.015657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>先导智能</td>\n",
       "      <td>0.015436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>中科电气</td>\n",
       "      <td>0.015080</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>洛阳钼业</td>\n",
       "      <td>0.014649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>诺德股份</td>\n",
       "      <td>0.012893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>华能国际电力股份</td>\n",
       "      <td>0.012792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>格林美</td>\n",
       "      <td>0.011588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>中国电力</td>\n",
       "      <td>0.011343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>中广核新能源</td>\n",
       "      <td>0.010014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>嘉元科技</td>\n",
       "      <td>0.008968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>新天绿色能源</td>\n",
       "      <td>0.008541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>中国宝安</td>\n",
       "      <td>0.008511</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      持仓股票名称  持仓股票持股市值\n",
       "0       宁德时代  0.106130\n",
       "1       赣锋锂业  0.061315\n",
       "2       华友钴业  0.052961\n",
       "3        比亚迪  0.050953\n",
       "4       亿纬锂能  0.046447\n",
       "5       恩捷股份  0.035047\n",
       "6       天齐锂业  0.032386\n",
       "7        璞泰来  0.032144\n",
       "8       天赐材料  0.026159\n",
       "9       当升科技  0.024320\n",
       "10      盛新锂能  0.023011\n",
       "11      长城汽车  0.021243\n",
       "12      汇川技术  0.021024\n",
       "13      雅化集团  0.019288\n",
       "14      华润电力  0.017877\n",
       "15      杉杉股份  0.016867\n",
       "16      法拉电子  0.016253\n",
       "17     比亚迪股份  0.015867\n",
       "18      永兴材料  0.015657\n",
       "19      先导智能  0.015436\n",
       "20      中科电气  0.015080\n",
       "21      洛阳钼业  0.014649\n",
       "22      诺德股份  0.012893\n",
       "23  华能国际电力股份  0.012792\n",
       "24       格林美  0.011588\n",
       "25      中国电力  0.011343\n",
       "26    中广核新能源  0.010014\n",
       "27      嘉元科技  0.008968\n",
       "28    新天绿色能源  0.008541\n",
       "29      中国宝安  0.008511"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "first_50 = df_1.sort_values(\"近1年\", ascending=False)[:50]\n",
    "concat =pd.merge(first_50, df_2, on=\"基金代码\")[[\"持仓股票名称\", \"持仓股票持股市值\"]]\n",
    "concat[\"持仓股票持股市值\"] = concat[\"持仓股票持股市值\"]/concat[\"持仓股票持股市值\"].sum()\n",
    "res = concat.groupby(\"持仓股票名称\").sum().sort_values(\"持仓股票持股市值\", ascending=False)[:30]\n",
    "res.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "9882b791",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "first_50 = df_1.sort_values(\"近1年\", ascending=False)[:50]\n",
    "concat = pd.merge(first_50, df_2, on=\"基金代码\")[[\"持仓股票名称\", \"持仓股票持股市值\"]]\n",
    "concat[\"持仓股票持股市值\"] = concat[\"持仓股票持股市值\"]/concat[\"持仓股票持股市值\"].sum()\n",
    "res = concat.groupby(\"持仓股票名称\").sum().sort_values(\"持仓股票持股市值\", ascending=False)[:30]\n",
    "\n",
    "fig = plt.figure(figsize=(18,12)) \n",
    "plt.pie(res[\"持仓股票持股市值\"],\n",
    "        labels=res.index, # 设置饼图标签\n",
    "        autopct='%.2f%%', # 格式化输出百分比\n",
    "       )\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "1d2487d6",
   "metadata": {},
   "source": [
    "本来是用占比算的，但突然发现不对经，然后这里我用的是基金持仓市值/总市值来算的，我还爬了Q2季度的图，如下\n",
    "![Q2前30持仓](https://s2.loli.net/2021/12/30/ptiJDyxgErRXbBP.png)\n",
    "从中可以发现，新能源，光伏等股票的持仓在减少，也可以看出，板块轮动严重，已经不是以前吃药喝酒的时代了，所以我们应该布局低市值的股票"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "919192a9",
   "metadata": {},
   "source": [
    "**用数据解释该不该定投**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "16f100ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'定投的资金曲线图'}, xlabel='date'>"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import akshare as ak    # 导入AKShare数据源\n",
    "import pandas as pd    # 导入pandas库\n",
    "import datetime     # 导入datetime库\n",
    "\n",
    "hs300_df = ak.stock_zh_index_daily(symbol=\"sh000300\")[['date','close']]    # 取沪深300的历史行情数据，只需要日期date和收盘价close这两列数据\n",
    "hs300_df = hs300_df[hs300_df['date']>datetime.date(2015,6,1)].set_index('date')    # 筛选2015年6月1日之后的数据，并将日期date设为索引\n",
    "fees = 0.001    # 交易手续费率设为千分之一\n",
    "hs300_df['每期定投金额'] = 100    # 每天定投100元\n",
    "hs300_df['累计定投金额'] = hs300_df['每期定投金额'].cumsum()    #‘每期定投金额’的累计值\n",
    "hs300_df['每期定投数量'] = hs300_df['每期定投金额']/hs300_df['close']*(1-fees)    # 每期能买到的股数\n",
    "hs300_df['累计持有数量'] = hs300_df['每期定投数量'].cumsum()    #‘每期定投数量’的累计值\n",
    "hs300_df['累计持仓净值'] = hs300_df['累计持有数量']*hs300_df['close']    # 所持有的全部基金当天收盘后的价值\n",
    "#print (hs300_df)\n",
    "hs300_df[['累计定投金额','累计持仓净值']].plot(figsize=(16,8),grid=True,title='定投的资金曲线图') "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4705ec4f",
   "metadata": {},
   "source": [
    "定投才是yyds，后面会分析一下用月定投好还是周定投好"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "f02b2cdb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                     day      open      high       low     close      volume\n",
      "0    2021-09-24 10:00:00  3639.095  3641.218  3629.910  3629.954  6062361500\n",
      "1    2021-09-24 10:15:00  3630.017  3650.914  3630.017  3649.785  3897583200\n",
      "2    2021-09-24 10:30:00  3649.684  3651.009  3641.073  3647.270  3004835100\n",
      "3    2021-09-24 10:45:00  3646.630  3646.980  3636.425  3646.466  3318253800\n",
      "4    2021-09-24 11:00:00  3646.541  3650.104  3642.228  3642.228  2054894600\n",
      "...                  ...       ...       ...       ...       ...         ...\n",
      "1018 2021-12-29 14:00:00  3600.057  3606.888  3600.057  3606.152  1104431400\n",
      "1019 2021-12-29 14:15:00  3606.157  3607.580  3602.050  3602.393  1172837700\n",
      "1020 2021-12-29 14:30:00  3602.619  3605.677  3601.602  3603.251  1223942600\n",
      "1021 2021-12-29 14:45:00  3603.009  3604.698  3600.119  3600.662  1600952400\n",
      "1022 2021-12-29 15:00:00  3600.171  3600.327  3597.000  3597.000  2395463200\n",
      "\n",
      "[1023 rows x 6 columns]\n"
     ]
    }
   ],
   "source": [
    "import akshare as ak\n",
    "sz_index = ak.stock_zh_a_minute(symbol='sh000001', period='15', adjust=\"qfq\")\n",
    "sz_index['day'] = pd.to_datetime(sz_index['day'])\n",
    "sz_index['close'] = sz_index['close'].astype('float')\n",
    "print(sz_index)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f392e730",
   "metadata": {},
   "source": [
    "**结论**\n",
    "\n",
    "\n",
    "基于上述数据分析，得出我们可以购买基金规模在20%到80%分位的基金(5-50亿)\n",
    "基金经理可以关注崔宸龙，崔雷，曹春林，范庭芳，谢东旭，陶灿等人\n",
    "可以关注那些从业天数，管理规模都不大不小，刚刚好的人\n",
    "通过持仓可以看出板块轮动频繁，光伏从Q1的40%到现在的10+%，新能源的持仓也在减少，说明轮动频繁，所以股票建议选择低位的股票，闭眼梭哈\n",
    "\n",
    "\n",
    "然后通过这个持仓的结论，想到了一个基于选持仓的Alpha因子选基的策略，所以可以将基金收益分为在不同风格上的配置收益加上选股收益。具体来说可以用以下公式表示：(R代表收益,ωi代表单个风格权重,Ri代表单个风格收益)\n",
    "\n",
    "R = ω1R1 + ω2R2 + ω3R3 + ... + ωnRn\n",
    "\n",
    "计算方法\n",
    "用净值与各风格收益回归得到α,风格收益用巨潮大盘成长、大盘价值、中盘成长、中盘价值、小盘成长、小盘价值指数收益率代表\n",
    "根据前一年风格指数每日收益和基金净值每日收益回归计算每种风格权重，然后用基金前一年累积收益率减去各风格累积收益率*权重得到alpha\n",
    "在每个换仓日，计算上一期的收益，得到累计收益率\n",
    "\n",
    "基于结论的选基策略\n",
    "根据1月，7月的财报筛选基金规模在20%到80%分位的基金\n",
    "在筛选出来的基金中 用上面的选持仓股Alpha因子选取TOP10基金\n",
    "\n",
    "通过回测2015-2021年数据，得到收益率为300%+，这里y轴单位错了，但不影响数据，唯一缺点就是回撤幅度偏大，后续还需改进\n",
    "![回测2015-2021年收益](https://s2.loli.net/2021/12/29/mG68B2hbcvdYWwO.png)\n",
    "通过上述结论，选取了这段时间基于本策略应持有的基金如下\n",
    "![结论](https://s2.loli.net/2021/12/29/TaQpJ8xiOqhSYFo.png)\n",
    "\n",
    "\n",
    "\n",
    "<center><font color=red size=3>本文不构成投资建议。本文所有观点，仅代表个人立场以及个人操作，不具有任何指导作用，据此操作，风险自负</font></center>\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "25f3d5e5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a9e0d111",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c8fc53dc",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4d32d647",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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